{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Brief Introduction to Hyperspectral Classification "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The goal of hyperspectral classification is to classify each pixel/data point into one of $K$ classes.  In general, classification methods are more effective at classification than hyperspectral unmixing. However, classification approaches are not effective at determining sub-pixel proportion amounts or how much of a material can be found within the field of view corresponding to a pixel.  \n",
    "\n",
    "In general, hyperspectral classification approaches involve:\n",
    "1. (optionally) feature extraction \n",
    "2. application of a standard classifier (i.e., classifiers from the machine learning literature).  \n",
    "\n",
    "Many approaches have been investigated for the optional feature extraction step.  These include features that combine spatial and spectral characteristics: \n",
    "* M. Dalla Mura, A. Villa, J. A. Benediktsson, J. Chanussot and L. Bruzzone, \"Classification of Hyperspectral Images by Using Extended Morphological Attribute Profiles and Independent Component Analysis,\" in IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 3, pp. 542-546, May 2011. <url>http://ieeexplore.ieee.org/document/5664759/</url>\n",
    "* Z. Zhong et al., \"Discriminant Tensor Spectral–Spatial Feature Extraction for Hyperspectral Image Classification,\" in IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 5, pp. 1028-1032, May 2015. <url>http://ieeexplore.ieee.org/document/6985594/</url>\n",
    "* S. Jia, J. Hu, J. Zhu, X. Jia and Q. Li, \"Three-Dimensional Local Binary Patterns for Hyperspectral Imagery Classification,\" in IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 4, pp. 2399-2413, April 2017. <url>http://ieeexplore.ieee.org/document/7831381/</url>\n",
    "* among many others..\n",
    "\n",
    "When feature extraction is not applied, the hyperspectral signatures are used as inputs to the classifier directly. \n",
    "\n",
    "A large variety of classifiers have been applied to hyperspectral imagery including Support Vector Machines, Neural Networks/Deep Learning, Dictionary Learning-based approaches, among others. \n",
    "<ul>\n",
    "<li> J. Li, X. Zhao, Y. Li, Q. Du, B. Xi and J. Hu, \"Classification of Hyperspectral Imagery Using a New Fully Convolutional Neural Network,\" in IEEE Geoscience and Remote Sensing Letters, vol. 15, no. 2, pp. 292-296, Feb. 2018. <url>http://ieeexplore.ieee.org/document/8249752/</url>\n",
    "<li> W. Liu, J. E. Fowler and C. Zhao, \"Spatial Logistic Regression for Support-Vector Classification of Hyperspectral Imagery,\" in IEEE Geoscience and Remote Sensing Letters, vol. 14, no. 3, pp. 439-443, March 2017. <url>http://ieeexplore.ieee.org/document/7837659/</url> \n",
    "<li> X. Sun, N. M. Nasrabadi and T. D. Tran, \"Task-Driven Dictionary Learning for Hyperspectral Image Classification With Structured Sparsity Constraints,\" in IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 8, pp. 4457-4471, Aug. 2015. <url>http://ieeexplore.ieee.org/document/7053943/</url>\n",
    "</ul>\n",
    "\n",
    "All references above are simply a mostly, random selection of these methods.  Many, many more options appear in the literature. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports and setup\n",
    "import numpy as np\n",
    "import os.path\n",
    "import scipy.io\n",
    "from loadmat import loadmat\n",
    "\n",
    "import matplotlib as mpl\n",
    "default_dpi = mpl.rcParamsDefault['figure.dpi']\n",
    "mpl.rcParams['figure.dpi'] = default_dpi*1.5\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load gulfport campus image (with labels)\n",
    "img_fname = 'muufl_gulfport_campus_1_hsi_220_label.mat'\n",
    "\n",
    "dataset = loadmat(img_fname)['hsi']\n",
    "\n",
    "hsi = dataset['Data']\n",
    "n_r,n_c,n_b = hsi.shape\n",
    "wvl = dataset['info']['wavelength']\n",
    "rgb = dataset['RGB']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d7291afdd8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the RGB image to see what we are looking at\n",
    "plt.imshow(rgb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pull label info from the dataset\n",
    "gt = dataset['sceneLabels']\n",
    "label_names = gt['Materials_Type']\n",
    "label_img = gt['labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min label value: -1\n",
      "max label value: 11\n",
      "label names: ['trees' 'grass_pure' 'grass_groundsurface' 'dirt_and_sand'\n",
      " 'road_materials' 'water' 'shadow_building' 'buildings' 'sidewalk'\n",
      " 'yellowcurb' 'cloth_panels']\n"
     ]
    }
   ],
   "source": [
    "# inspect the label values\n",
    "print('min label value:',label_img.min())\n",
    "print('max label value:',label_img.max())\n",
    "print('label names:',label_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x425.455 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the labels as an image\n",
    "def discrete_matshow(data,minv=None,maxv=None,lbls=None):\n",
    "    #https://stackoverflow.com/questions/14777066/matplotlib-discrete-colorbar\n",
    "    #get discrete colormap\n",
    "    if minv is None:\n",
    "        minv = np.min(data)\n",
    "    if maxv is None:\n",
    "        maxv = np.max(data)\n",
    "    cmap = plt.get_cmap('RdBu', maxv-minv+1)\n",
    "    # set limits .5 outside true range\n",
    "    newdata = data.copy().astype(float)\n",
    "    newdata[data > maxv] = np.nan\n",
    "    newdata[data < minv] = np.nan\n",
    "    mat = plt.matshow(newdata,cmap=cmap,vmin = minv-.5, vmax = maxv+.5)\n",
    "    #tell the colorbar to tick at integers\n",
    "    cax = plt.colorbar(mat, ticks=np.arange(minv,maxv+1))\n",
    "    \n",
    "discrete_matshow(label_img,1,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train a nearest neighbor classifier with N samples from each of 10 classes (1-10)\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "# construct the training set\n",
    "samples = []\n",
    "labels = []\n",
    "n_samp_per = 100\n",
    "for i in range(1,11):\n",
    "    lbl_inds = (label_img == i).nonzero()\n",
    "    n_inds = lbl_inds[0].shape[0]\n",
    "    ns = min(n_inds,n_samp_per)\n",
    "    perm = np.random.permutation(np.arange(n_inds))\n",
    "    perm_lbl = (lbl_inds[0][perm],lbl_inds[1][perm])\n",
    "    pix = hsi[perm_lbl[0][:ns],perm_lbl[1][:ns],:]\n",
    "    lbls = np.full((ns,1),i,dtype=int)\n",
    "    samples.append(pix)\n",
    "    labels.append(lbls)\n",
    "    \n",
    "X = np.vstack(samples)\n",
    "y = np.vstack(labels).squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n",
       "           weights='uniform')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit the KNN classifer\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# predict outputs\n",
    "M = np.reshape(hsi,(n_r*n_c,n_b))\n",
    "Z = knn.predict(M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hIQB/IoR4MKVjpXPA1dHyXJwscpK+eGw+4NbtyR5AoIlqIwm++pukEgrU0v+vWZAd00MdtGU1Ym9Dl8uGoB+PjGl0DXyykD5ODzDFRvTt2QEgTkjX3znhOiaXfPT3tshKEznokga3R+jH4Z9xsjhZ9HiCcZC/JzVDB5/k+qRuy2q0xiTw+BGTUVU/B4EHYJWNVKMtq9E1VvpdFrfMcRlxiaDJflUSOYO1V3+QcK7ZW8+id8XNtAq4EkL8KYA/klL+r7H3tQD+XUr5X5I9V1pIFF/MjttUaVU8Wp6Lvj07EnRIU3g0B1/5dXWAUDwv2yU5ELgUwbcBjqRw/Z0T6kEtPbAJWS8cUscjlETOuP6IJGjsHLTKmrIdvVZn/br4+6rCUOA8Dg5KYgsSxs3BidPPkKnHQJjeA4nEyRGu71F/PLbCDxSABcQ9FJSsxsn7QsWg6/no7BtWWcYU3fvEQGHC8dNUqrgI4PeFELlCiHvhmI6/4PMdI9KCKHiNhGfySpG7vlpJEiYDog4iDk4SfvEGFISlexHoT99Gk+eZvFK01z+mPrNJLfxh42PmMQZ6DgRh3paXrONOFV52CiIJm1rhBV1a0H+fhhN1VkLwAg8lv1AxiCudLbjS2aLI40LFoK+hk0DeE/oPwKoGPTFQiM6+YfV8mALPTCqeLVx8nPFZIcQ59ueqziWl7AXwnwGcBNAG4AM4XdmSRloQBUkUueurXVGJ3I3FvQh6tqLu4/azS5B9g4d4k/rAVYdduYvU+9z11SqFnFB76D0XsfCHih42DhqjiSDashrxTJ7TYDpc36MCmRadT8xRsRFgU6TfGn4NuMlCJw6b9AU4asuffaPWSCR80psCmrxgUkmitUtQsCykSKK9/jF1Dn3M9P1o7RLPzNIbrdvRltWI+cUVKBupdo1LJwxSseh5oN/QdH8miBw4fiqlXMb+Xtd3kFL+lZTyK1LK3wfwMwA/SuVEaWGjePCee2Xb05UJwTfkWtw25C7eYoKfXWLkxQ0qiIq7uEic1B8EmhQD0+93ZaPq+9DnNuj2E359BN32crhgJSqffcozhoEjiKpAhWlo36rCkHrN4y8oRsVk07jRuh1NV2ckEEa4vidBfTLZKmwoWBZKuFYu+gMOgfPYhfaN+3ChYlBJaCbRXzd2esVe9Ld1IFRW4gRpMYmxKdKPVyrDruTCpkg/9nzgjrCl600nGwUACCHmSCkHhRDzAPw9gCIp5c+TPVdaSBQ6SIKwxULwB5DHKNhIgn5kE0l0FC43rhazynf6kkDT1RmeK7FpvJwEbdA9KQnnjdkRqube8pQg9LHqx+g+16/sGdyuYfOKzCo3VwuI1i6xqkteyVKkSlQVhpSYT3/PN0fxfHNUXSvlbNSsrsOrA+3qGNd3P4rrux91xXaY1JzFLXM8E+lIsihYFnLZJXLXV7uegY7C5djzwb6kKnBNMJqEEFEALXAaQSdNEkAaRWYaQ3lZMRggHoOgR9YBULEMuvjvlMtLXNXXLMjGcVZIRpcYelfcVB4PL6OoX6UqGyHo4+evZ5XvxIft+xPiO+g/Tep18A6y0svbBZE8KJhNj+isfPapQEZSXjXKy3MRru/BW2/Uo+mqs41f6/OGe/Z8cxS5DV0oRRfWLWtE6YFNWIx9SkII1/e49p9WsArRAmf7tIJVuABvDwnhSF4EzxU64+6w7LO3oQub4ZALVz/SsSaFlPJ/GovjpJVEcfzysIpw5LkWAIx5F6SWAM5kJ5KgpC2yLyT7AxbPy1YeDRtJNEX6kXf740DXxGHLOVAh4jHx+nlDoNXzzVHUHnoPBctCvlGYVYUhX5LQq0MdyYug+1y/kSQAh5RqD72Hda1DCRMTcKSHIGHcTVdnJOSRkORgIgkdvHIYZZbaVAqSImZvPYt1rUO+htSgkZ5lI9XpYKO4a0gbiSK/MozNSCxtxw2bHHsbuhRJ2FQO2n5x6XLjA8x1Xm7E7NCOo6/ogDMR17X2wy/EiUszfpNI5SScdjwRzzdHUVUYQt7tj1F7yJmYfgRBFvmmq94SRPP+14CYXs8nmRPL4Ly2eUqOlucibJAuHEkBaEBdwnZnTOa0+KDuWG60XrMgG2tO1GFtzlLML65QY6bzUS5QU8SpL0r2laPlub7xF37YXFOEzXDnjkx1pI0xs+HzDyasviYjpp89AoD6jqkSE03WlQc3YlrBKoTre5yMzgC5IRR4RQYtmpTkreAw1ZMw1WkkUOBWU6RfreY3Wre7Vm4vkiBjYJBJR8c3GQBnbz3rG/Ldfa5fBUfpej8ZNulay0aqjdJDKiCvmA6K5dClCoqsnFW+UxmHq+beUrYWfv1kzASckG0/8FB8ThR/fLknrYyZY4W0UT3yK8MqSIlgci8SQeifkbrBiYXXsQScYjNZLxxCzeo6PFe+G3e633UFRAVFR+FyV5Xt9o37EvI5AHvdRhM21xSho3C5msSVzz7lSn6josIcFNYelCSa97/mUin0uhHJ1JGgCEodRBycELkKlSpJAOZQ/eOXh43jIFVjXesQ3nqjPn6Prs7AW2/U40brdpeakaxxcrTl/iYb0oIo9IYsAIzuSJ6/wSWKXbmLXIk6HFQlm0sMtDIHWTk4ODntyl2kVqZo7RI81vW2IqaVBze6StRT0pBXHQQKGptfXBFf/QrNRXAB5u6MifN+aobNk0E6PpGELk3w4CJ6Ha1dgmjtEuvk0vM1yM04GpIwgTxXC0/PdEkT0wpWKXLwcjHb7q2J9PXPecUzr5L/UwVpQRRAfKKQB0L3RCw6f8az/FyQ4jK7chehs2/YZQwbTSmz9d2ncLLoccwq34lwfY8rl4OvznqiF+AmDZ6e3nCiDs37X3NNqmjtEldoOzdU+k1ArwSwymefckUreu1PxLTng33o27ND5aOYEK1dogKbLsVcnKMBJ7q1OUux8uBGHL88jKHDjaiae8t1fxe3zEG4vsf3nHT/ghgkTW0I9FKAwNSWMtLCRrH0d+bL+pEczwnrFSPhV9MQSJRQxiJFvX3jPmtXKvLalI1Uo+FEHfIrw1h4emYCaVCC0t6GroQgospnn8IrlWGU1p7EhYpBpXP7VbPyyw7VpQa/hDGbbQBw53rwFTpc34MrnS3oXXETC0/PTLqG554P9hlzel4daEe4vgcXKgZx6ukDABKT7Z4YKHQZMsmwCSQW46E4FC6RqK5lcJ47qj5OMEmGtC3dAq7GCmkhUfzwWpbrgeMIUhMziERg6tY1WpQe2JRQdJfUjDULshEqK8GFikH1EJkki7asRoTKSowk0bz/NXT2DaNgWQhPDBQqndsLNpKofPYp9Wf6zIY9H+zz/A2IKHUxPlq7BPOLKzy7dnlB7xxGIONzf1sH1uYsVfeWJAMiUwAJaoetYheRhEm62JW7CO8/+fKUlhaCIC2I4gvDP8GVzhbjA8ndoAS9uIypGhWBP2wmu8dooYugvStuIlRWomwU/W0dvgbN/rYOYxxA5bNPBfZieNkhgqzmtA/ft/tcv2/l6kvNUTScqLOqIkSOyRTBoX1NXcjI+HypOYrrux9VGbhlI9WYVrDKCTFn0gN/z8PWdfCmRIC7CDItMCay+CTYJ4A0IQogXpxVfzA21xRh5MUNrsrXPCKyJHLGVY1KB99GUgXZP8aq3wcQDzsnQx5P/LI9SPp3ePpy8/7XAhWi8bNBBCEJOg9FX84vrsCeD/YF8ghR8pqJTMhWcezaeaM0ZbqG5v2vqX29VMqVBzeqrNRpBausjYsoEI/+v6L9FiQJ8cI6ZSPVKD2wyeWFo4rcnwRSMCEtbBR6UhgHj4UwEQEZPgF3ZzATKBzbpIL4VVk2wVTIxg9kp6BrXXT+DEprTypPjFeHL/7ZjdbtxtyL67sfNdZLMIH0d+qKlWrgENkIbPkUVDIAAN544RCa97+GG63bVQk+XvwmVFaC2VvPqvwN/l2Ky7B5K7haRoWX6XelLm1EPtffOaFiVq7vftTlKqXfkaJzea6QH6aqjSItiGLx/ffJY1//I2OW5bwtL6mHmXC4YCXWd59S700p4jq8qlClCjJm0kqUTEgvEcaWhzapMvr00KbSFyMZYyG1DuSTcDQgouhv6zAmh93pflepYI91va2281qdekh4W1YjFp6eifnFFa5q3IDdrUnHaThRp6JcTcmFaxZku8ZBkZpEFmRc5qBFyEQWFFy2t6EL38WVKUkUaRPCbSplh4YuDD3kNt5trinCmubzyGd9PP0mvk4SXAqhz4IkeOloOFGHS7HXJLp6kQX3evSuuIm9DV04OvASZu2PSwupkESyoHoPs8fwmItb5qDhRBTAjgSycIKzHEIJ1/egYFlIBYvZCvteao4CsULD84srfFsoEtGUHtgELMhWJEHQJUaKpnWMyOZj6gmB5AFJGGeKuPfeLBQs/XzK30+psESKSAsbxa1r9spKJEkMHW7E0OFGVejW9APRpNf/A3ARgyuvI2azSJYkgLghyy+qTy/sSthcU2QM/w6CG63bMb+4AjdatyclTXzjxQ3Y88E+zP7q6pTOa8Kl5ijashqVGqZLB2SrANzqWbi+R7Xva8tqVJ+1ZTVi5cGNuNG6XQV3eYHOZys7qOeIcDuDnudyoWJQjZUSC6lBs04SgNuYmWoLycmAtCAKIG4k4mHahNz11ervcMFKtZ+ODkPaOBWmCaKepAKSIvrbOhIyDxeenomFp2diccscFCwLofLZp7C3oQtZrD/E5poifNi+P6nJPr+4Qk2OcH1P4Orb34g96F45J6niUnPUNelM2aWAYyg8khdRsRCLW+bgTve7ikwbTtQhVFbicnN6YVb5TjXB8yvD6vnQwRMAOYkEleBSbXY8VZBWqgdNfq/VndsmbNBVi6DSgp8x1AYiiyudLSgrrsaVzhas7z6F9XAkIW5p74ycQd7tj5HX9baaTAWxLNHmAOeqfPYpJ3uzvkfVdbDFVnSf67d6Lkz2oFQmgi5RhcpKcAGJDYMdqWAJ2vbswOIWZ8XWC81Ea5cAtW8jKNa1DuFG63b07dmhVL9edAAIJ6iyRBQkXdD77wQoimuzTXySMCqJQghxWQhxQQjRLYQ4F9t2nxDipBDiR7H/vxn0eLY4h/GIfzAhSLUqDn2CECqffUrlo1CFJAofBxLTrXPXVwdWBciWUbAspIim+1x/glRRVRgKnPCWCknw4jScFGiFvtLZYpQqFp6e6QobJ9XCT73QEa7vUfERRNSzt55VhMGbJ5vCrwkmSbAtqzHhOyRRfFKlirFQPf5ASlnArK9bALRLKR8E0B5774mZC38Xi86fGTO1QLdBBMG2oYtJnV9/kHQjJicGDt5YuGBZCG1ZjdhcU4Tjl4fRu+KmsQyerpbMKt+pCEOv8NS8/7XANgieJp2MKrLy4MYEuwvFNND4vQyQ13c/mhI5AHAVzWmK9GNd6xCmFawy5thwUBMmHZeao07j49j4qVnQyoMbnboTrEmxLbjKWJ1timE8VI9KACWx138Npw7M/+H3JdOkIlWA2xxoMvMfPdWkLo5kVY61OUtxnb0vG6nG9d2DmL21BdHa7ZhVsBKb3/y2qwiO7ll5ZegiUHkInX3DWNO8GqGyEtzpftc1ycgr0FRY76qlQKCSb7PKd6It6yaaMTPwqmeqcu4HCnTSUb/hEVf9zgsVg0o94vCrB2oDeUt4qr2pKbNeY0NvYWgqItS74ibKRhJDuZOVHqaytDGqOAohxL8A+DkACeC7UsrXhRDXpJQ5bJ+fSyk91Y/PiXtkFfI8z6V7KyYSaxZku9LIAXdUJY/58IPumflO61acevqA0qPX5izF+u5TKmDo1YF2Y5VscrtyF6zfgxtE5eA2CL3z1hMDhayilqNOVc29pQyVPHAqVZgK9+h1OfTwd5roFARGsS68OA3tt/D0TGMBH36MU08fsEoSvIZrsnEU9y1YKFcZOuQFxX9f/+ikSQpbLqX8CoByAN8SQvx+0C8KIb5JjUtu4Y7v/txzMRHgEgxvJEw67tHyXOWZSSY0nIcYbxu6iP62DtUIN78yjN4VN1V39DULstG3Z4eaKFwlKRupRqisBMeunQ80+flrm8i88uBGZYPgbf+itUsSMlmr5t5SKhX12RgNSaxrHTKGZB8tz1VSypXh+3RjAAAgAElEQVTOFt8mxtzdyUmCrsfW4YtsHYtb5niqG/Rfr/E61TBmkZlCiDoAv4TTFLVESjkghMgD0CGlzPf6bhCJgpCqZ2K04EShSxPTClb5lvYPCgql5mQEuDNPaXVceHom1nefwqsD7Sq6kFa/IGKwbqOg75B6wZv9AnEpguNIXmRUEgMQbwNAKhcnCF2dARzpjeIvdCmBwCWCVDF761nVUV23Qdm8RsmUwvtESBRCiFlCiM/QawB/CKfX4XEAfx7b7c+BQF4/T+jVrAh3K8CFV63iJEHSRNPVGWNGXjRpe1fcVMlUekIVPbTkKh6Yfr8y4tHkD2JY0zuwUYdu3W1ZsCyE+g2PKELgHpageSUmUA9RIDEFnwry8HqbdI1H8iLqtVc0rIkkgvYrJYmIg+6XqTbFVLZPAKOQKIQQvwXgndjbTwM4KqXcKYTIBdAIYB6APgB/KqX8mdexkpEoCKkkcaWCwwUr1aqiI9lSekGxuaZI1XHQJ5Cp+A0VvSHwoi5+IOLTJ86VzhZleDSV/adCtdw2EQRkX7HZBaj7Obd/cImDQy82A8TJwSZpmGDqIKZ3W+dShamvDICkO4V9IiQKKeWPpZQPxf6+LKXcGds+JKUslVI+GPvvSRKTAW1ZjXclB0MHVYeiB5IXgaHXl5qj2FxTlNA6zwaySXDpQVcvKP5iXesQBqbf7/o+r0PpIhBLKX6Oda1DOJIX8ez8TTEWR/Ii6NuzA7PKdyqpipoVUyQmH3uorMR1f5JROfRj0Tb9c95lziRBpKNUIYTYJIT4oRDiohDie0II/x/KgLQJ4Z5o2IJy1nefUslnVPtgPEEGMW6U5BWyqDAOkcjanKVYeHomZm89m1D/0gQ6JhnqOK50tihJ5Ni180l5b7xwp/td3Ol+V9kVuLQze+tZ12SnbbO3nlUTn0iAbAYAXMZVUzVxUgupeDD/jgnR2iUu9coGr85v6QYhRAjAswCWSSkXAZgG4GupHGtSEgUPxzW9TgW6GsPfr1mQrYKE1rUOjUov9wOREn/wKGeEYNLJvQrDEEiK0KMpCfOLK1xGVK92ijpsqofebIe8CHwF5xGkx66dx/Xdj2J+cYX6m731LHpX3LSSBKXmv/VGvXofKitRx+USjC450DZVrNggGdH9rlldZwzcskkYaYJPA5gphPg0gHsB/CSVg0xKorgbtgn9fLQKBk3AGktwScJvP4LumaFoSr1AS1tWI650tqBgWbw1AFUmT4Yk9AkWru8xduQy2Xq4CkTjjtYuUWrGsWvnXVGgvBXi+u5TODb3T/DWG/UAoPp19Ld1qGxWOjZ9h9seTNClCrKbAO7eqvSXrlmjUsp+AC/DsRUOABiWUv59KsdKm8I1ywfHsjqCGckaQCng6di183jjhUOqzR+QXFBVsmP0E2PJoGkybALxB9vm4uRGuce63na13+PFZ3kLRS+QNOHXqs9kIKSAqLKRalW1m9zDuvEScOpNkKRjK5ZbNfeWGgt1g6Nrp3Nz6J3M+PdN18BrXdDzRIFyd9k9egXAT9mm16WUr9ObWJ5VE4D/GcA1AP8dwN9KKf/vZM81aSSKZFib19wMCj1Yhr7bu+Im1uYsxZG8iHKB6nUXxwK8BSG3I5hAJEEiNoFUlLasxgQXJ+BIEKeePuBy8d3pfldJSfqkC0oSs8p3om/PjoQCtSYViasN9J9IgpBfGVauX74f1bHk/V85qCNZ09UZRmlBPzeQWC2rau4tlT9is23otS421xThufLdd13SBfBTKeUy9ve69vkqAP8ipfw3KeUIgLcBFKdyorQgiquDN3z3CfojkNRAf6acEBOJ8NJn/LNLzVH0rripHvrc9dWBJlCyREVj29vQpewEi1vmJJS75/YKMtoRru9+VEkYfDKQirHw9ExXJCaJ5utah1yBTUFRPC8bz+SVqklNpMX/61GdNg/D/OIKNXb+W9AKvrhljm9kLv9d6jc8ompd8PPQMW2gqt2Uwm76HqlHZPNJY/tEH4DfE0LcK4QQAEoB9KZyoLQgCkKyVbG5FMALk3DYCMZUCl4/jq4CUDah3sXMdvxUV5hj184DcB5QXbXgpfRsgVgmjwYRHr2ma6N4Bd12QGHlJtDKzYPMbIFPFyoGAxUdJomCSGJzTRHashpRemATtjy0KUE9CAp+H0wShc2tW1XopPF7SSaXmqNJ1Um925BSngXwtwD+CcAFOPNdlzoCIS1sFKkEXJnwndatri5PNmxm9TZtnc65C29tzlJlOedBVkES1XQC08uymciECNCvBqcOnuBkiwkA4oRCJegJtmsJEjZ/uGCl8dx0/sUtcxQZXN/9aMJ1Ucc0AJi35SU0XZ0RiJD94CUpkReL7E26l2ft1R9Yv+vUCK0DEP9tN9cUZQKu0g0kBVBE4qsD7QD8A20owYpeAw5BkBi+8uBGlZhF4O41LsUEyWbVJQtOEqbroe0LT89MmEwmNQSIXzNJDHpMBcUS8F4jycCLJKj0HFfPyFvRcMKd4k0uTtqPPBm8reLehi5VR3Qs+66YQEZOOg+VNAAcW4VfTIUucfotUJMZk4ooTP5rehDp4TJNBN1eQJOV/9BkeacIPF3vTLVGgd9YbLYMkzfDpoYA7qAkE0zH412zgoZg6+ClCYm45hdXKFen7ppsOFGXUGiXSIIa7pAUkWzFMRPqNzziWSDnaHluAhESWdjqfpLEVDZSndbu0bFEWhKFbfLoKzOlZRNILbB936+dfemBTbhQMegqo8bJhCSNIA8G2TM21xRZvTCcsPhfsiBJgewWlFDGpQqbpMW7oae6glOfVQ5T7gRNLACubucArEVxxxKmGI5wfY8xPZyK9tqO45fePtUwpWwUBG4X8JvURDhe3aCCipRDhxs94yvI107wIgWv8mpBSteZDJrUVR2Aaq7DK0SNJjaEOrfzuA09hoMkCH5tpHZkvXDIU4IIEtNBrs2j5bkJRkoqqKNDtzPw6/FTY3kSGy1SmcI144ic6dPUa79VPxnohkpyZxFMrQGonD5/T4Vy/QqTmOIraAyba4pUrQh9HDbwFGbdPqGrQPS+bKTaFaLNa1Py9oe9K26ifsMjKsmrqjCkVvVU7jsv189XXPrPu29xyYnIw9Qzg8NGEiQRUf1MIFb0RmtGbGq/SGMBzNdM0qrN88EjNm3HmCpIC6IAzDfZ5l4kcT7ocXhfS3qvtwbQCSNUVqIebNpH9xLoMBn9SKqx2TyARCPl3oauhDRmbmMwqSg1q+tgajIUru+xThLAmWi1h95DU6RfuWVT6cGqF9ohzN56FqUHNinCpS5i3JAJpG4IpI5jJnBjs61WZ6isxCidUdVt6jRvIgu+fSqTBJBGREEPp80roIOvBDYbABezAXeHcS4d8E7pRBizt57Fd1q3qn2eb46mVLOTStrpRW+4WKsbGrcNXUwoKGMrgGvrQgY43gcKiyaQxFE2Uo21V3+gYiiOlucmrK5BH/78yrA1dXx+cQW2DV1UBsqmqzOc3h8Vgypxq2wkufKBBC8D7NHyXJdrtenqjASjZumBTa5r4M8RPR90z3WbhC1EfqoibRoAJZOH4bf66DUhcdq8H/WSpNWOE8aHQxfxHJMQgurvvMGMvlJxKcLknVHX1RAnrYtLl7t0ep7fUTZSDRgyy1WA04pAQ45lZ3ao8QNOT87NWY2Az71esyDbKZwTI6sLFYOYVrBK2QjqN3h7L1Ye3IgLGMTs0mfxYft+XztEUySxh4mpAZLJVsFfFywLoSRyBk9E+nGkzNnGiZgI2s9OoYraZKXWQGmyIC2MmYvvv0/+53u/YPzMjzx0OwSHrdoRn6T0QOgt7vVzBBkHD7wxlUsjA6OtBuPxy8OupsmEkRc3qONxOwOBRz7agrTIeEkwjcHUiTxc3+Naefn1UsdwurcUd9B0dYYrepOkBZWjYUi6mlawSiWn6SB7QxCCoMbHhFcqwy7y4UZNLmGE63tcSWkEP1sSlyoaTtRlamaOJ2xNivVWcAQuGgJxnV03+ukruCngiCZxZ19iWvW2oYuBxW9OJDZDI+BMaj4GkiLo+6TeEGHR/5rVdUaSuNLZknA+qiDNcezaeWMoNak0exu6EqpZATCSBJBo9yHxmyIq6X5SEhe/t0QSvOnOrPKdLpJoivQ76esxCYKTxLrWIWsbRX378x6rPO/fCjiBdWUj1a76qEHUCtrHZqeZCkgLorDBtpLTQ7q5pkj9OFTtSQ9CIuxt6FK6vElEpAlKHg7AmaT8XPrYbNADumiMJoLg4eQ82IhnSeo2iCudLWg44azmQQrW6MZSjvzKMNbmLHWdj3Cy6PGE/TlJ1294RJFv6YFNaLo6A02R/oSway4dAeY2fqaUcgBGgkimJoguoXBbhSkQy5SW7wXu4bFdw1RAWqgeD95zr2z4/IOB9+fkEaSXArdp2PZ//8mX0VG4HEOHnVWXyrYReA4J2R90WwnP/eBNgkj10aWZvQ1dCbkgptwGnq9wpbNFeSd0VYvUKFO9Ck6OJJlQNCpPuNINhOH6HlcFKpLyuJrESZbgZWt4+M1vK/KjSUZ1IwqWhQKpGMlCJwyTIZR3WOcIElxF3/nwwONTUvWYNEShk4PepYknRJkmpJ7YRIRhM4xyj0d/W4cryGlvQxcOF6x0hS9z20Jn3zCK52Uj7/bH1gIodEwCJx5+rF25i6zSi1fQFRGTqYUeV2Eo/fxG6/bAFbVttgQC7yRP16ETR/G8bMx5729U6TrAmWyUqDWW0LuZAXFbBXWEBxwJg6tFBL7dC4tb5iRFFL/15YfkrqMngl+Ihq8XPHDXiCJtvB4E/vCTgY+DxyS4/ucstSY8tW/cB+QuUiu+Thqm7Mjnyne7sjhJl6fx9K64ib3dzr76xAYARM4AmIG1lussG6kGVrMNI0ApHKKgiWa+Gje8Ijhp3PpnDSfi9o5QWQmONR9QakNVYcipyeDjemy6mridrl+/n0ScnX3D6tqaDjeief/ZWJIY5XwAfXsaUfXkywkBU144khfB4pY5CX1ICSZ1xZn48aA0J9Yk+abJnxSkhY1iRo7D9LSqZr1wCHsburDovFsMp8Aek9HI1EqPbBTUMZzSlulhpj+dJHQfOhGQKcaDuqDbQowpSStI5ibvzaEjweVrAY8ZoXDxIC0GH37z26ocXpBJqu9DJDF0uFHdT0V4hctdmZmAowpQCX6OS81R/Nk3an3PTzhanotpBausJGHDtIJVCZmtNlDCoZ9hcyrnf6QFUVwdvIHjl4eR9cIh42pPOH55GNd3P6pE1aCTp2ykWon1/GHlcRNkpON9PoG4V4ACckwqC7cr0HjJgHejdburhoUXYdgKvOhVnvVgLE6ctgdeV3PoXItb5ihCrZp7C93nEuMUgqIkcsalknjV6+godOJDKFuXG2yTMQp6eUD0/biUxIvSnCx6XJ3fVNyGfvOpTAR+SAsbxefEPfL80JBrReZFS/7sG7X4sH2/S6z1Cmzi+jm3K2yuKVLJR/oDzGtTcBAhkM2CVmmSfrg609k3rBKTTMazvj07EiasabXnbuGgkape0OM76Lw1q+tUV7H8yjDmbXlJNekhe4ENetKVbpcIUtDn+jsnUHvoPZQe2IShw42uLuXJ2ir0+Akb6HehWA5dSghqj7BhZvlTU9JGkTZEUYU8RQL8YTOt4DbPhU1fNxkzdZiCpMpGql1W+Dvd77qkAQrSyrv9MQAkWO35ZPqzb9Qqb0UyIO8C3QtTGzvuagWC1cyg6wPikgzPOPUiCZsxM9kQ91cH2pX9wJTZOZ5kEaRGKA/TDoqpShRpoXoA8biBksgZFM/LVqI7VT0ibBu6qOwYWS8cCtzajUiCxylwlUE3+l1qjqIty0kbN+moZSPVyLv9MUprT7oecloV9Qf/Rut2Y8AUh05wehDW+0++rJrQ0Oe84Istac0Ui6KrMlz09yIJAAkl/TsKl6eUB9O3Zwe6z/VbC8Qk6/0Iur+XDYaybekefFJyOfyQFkTxmYW/qx40MgqSGsIDoIDEiEWaBFya8OowrT/QRBY06ThCZSXKwHin+12VyAQ4qzBJEHzlK1gWUq/5qtV0dYbRBqGTE8E0uTl5EunocRd6Knd+Zdg31oRCsYOCIiabIv2j6uK+t6HLFaNBbf0IXpmh1rF5uG05TGR4pbPFlW07rWCVse3BJxFpQRS/MX2aEq+5nYI8FDxfgLbzCUJp2Tr4Nvq+SYfWJ5teL8E00Xi0IycJgskKPxY1FRtO1KEkcgb1Gx4x5oWURM7g+jtucdZEmHoZwGQrSqcyiXXo9qVwfY+LXG2ShteYgrpVKbeDg4yoek5MUExlMkkLovjl7TsAEies7qHg28nlRgTAyUIXqzfXFKnv6+HE+nkAc66EnivSu+Im2rLcBjgdBctCrgfXREg2e4LJeLkrd1GCpEFuSXLREhaenqnSyfn5CPy8em2Iu4Xjl4dVyrkJVzpbMKt8Z2BCSkZV4ZKLXtqOSxtBJ79XHMdUQFoQBYEIgOu8fHKZwptNJez4BNRzNUyEw5FfGU5YWU3EATiTjR4q28Pcfa7fdQ7enEg/r+m1H8j4a7o3tGLqCWV64Zto7RLlAeGRigRb7wuy3aQKaq9gQrR2iWpSDIxtz9dXKsOoPfReQvNiQri+R/3plbo+qfAlCiHEYSHEoBDiItt2nxDipBDiR7H/vxnbLoQQ+4UQHwoheoQQXwkyiF/0/rOnvx1IJAk96MlUS4C/DwK9n4atNR6vlPVMXqnL2m4TyWm155OaqyJeEZZeMIWOA474vL77lCpec6WzBQtPz8RjXW8r4uNGO8Bx/fbt2YG2rEb07dkBwE4Stu3JYPbWs0YC1lWCZFUQLxwtz8XIixuUkTJau0R5NnilcF69248kFrfMQf2GR8al1WS6IIhE8SaAMm3bFgDtUsoHAbTH3gNAOYAHY3/fBHBwbIaZuPrzFZlneQL2grS2WIRtQxddUZG2VY7a+emfU5Yld4uSUa1gWQjtG/clRG3aGttcao7i/Sdftta/sH2PYkNIYqI+nR+271ekQavz7K1nMXvrWdfKyQvvErgorxNDMtGTNhy7dt51L3kWJuVhEFIlC/pNiMAploXiYei4vM0hRaryz7xwoWIQVXNveaa0TwSEEPlCiG72d10I8VxKxwoSRyGEWADgB1LKRbH3lwCUSCkHhBB5ADqklPlCiO/GXn9P38/r+KOpws1jB3iSGIcuUZgmoR5wRTEFVI+BV2XWC99QgNRjXW8DMOvK3ef6Ea1d4ppwrtwQ2EnAJlVx8CQn02r/8JvfVhIMkSKRg6nIDuBIPEOHG11BSjpSVT/IkMkL1PIYDk4MfPVPxg5RVRhSmap6oR5qjEzkycfQltWI95982bNTGIGK9dzpfhfPle9Oqgr33YyjEEJMA9AP4FEp5ZVkz5WqjeJ+mvyx/0S5IQD/yvb7KLZt3MDjLEZTioy7WfWUcDKY9rd1uMRl/Xy6+mFKl+YGR5IybDaGoCBPgZcxbW9DF9o37kP7xn240tmSUDqfQCHrZATm4vRYZ3UC9rB1ArcRcPLwslkQsT385reVsVRXc9qyGl3eDb1x8sNvfluRgE2i4NsHH/lfPK8jDVAK4H+kQhLA2BszhWGbUWQRQnxTCHFOCHHuFu54HjRI+DJvKmyKXuT7eB1Pl0Y21xRZS8nzYrT5leGEyEB9ZT9anhtYBQmyD1XQ5iI6laovnpetPq+ae0tJEXyC+DUcutQcxfPNUXUcE0xFjUnK84rf4NmruipHhKBLGtxWoJMWj5+omnsLez7Y5yIGU/Ff6vIeBKYObBcqBp37PQb2mruArwH4XqpfTjXN/GMhRB5TPegX/AgAL375AICfmA4gpXwdsc7KnxP3jDqOnJK5bMVcSGLgxWL07xOo0ExbW6OvkZHnkry6xbgLAO/V3gS9QS/FmZREzqAp0q/csqbAoaPluWjqG3ZCo1nkIxWqccRwZ18/KYzyPgCajG71g4K1NiN+b0nC48ZavSnT4c4WhHaXqHvtVVWKvz+SF8ETA4UJ1wvcwsMf7MOl5ij6PogXxXUKB980Phs8hJ3G6hRcdsjDuW/OuBxydY/LUYdysa613+h2vwv4rBDiHHv/emxeuSCEmA5gDYCt+mdBkaqNYi+AISnlHiHEFgD3SSn/dyHEHwP4SziVFh4FsF9K+YjlsAqj7RTGk5106Ilh3BZBk4QnYdnqOpg8H3rXLzreY11vW+0UBL1atRcoFoPXXdBLxOngdgVy8/EaGzaCMN2XRefPuArjmkABTMeunXfZgGzlDKkCGNmBiACrCkPG4rscpBLMKt/pypbNeuFQQj2MksgZPPzmt9U+lBwIxImC7FD8e4cLVmJ+cYWyjxQsCyVUPQPgIq3c9dVpaaMQQlQC+JaU8g9TPVcQ9+j3AHQByBdCfCSE+AsAewA8JoT4EYDHYu8B4ASAHwP4EMAhABtTHVgy8Gqxxx98LjX4RSty2LwgftGgOrhUsbhlTiCdvynSjyN5EXSf68cTA4XqGJRebTtG1dxbapWL1i7BqacPBEoa45/R/Xq+OYqqubec0O2rM4znjNYuwY3W7Xis622ljvAqYSbQBBw63IimSD9eqQx7rsyLW+agv60Ds8p3Yl3rkJIUqKgyeR14YmHxvGxFCKGyElXqkMbcltXotCaIBeWVRM5g29BFVD77lMs+0n2u32qreKUy7Oq0lob4OkahdgABiEJK+XUpZZ6UMktK+YCU8q+klENSylIp5YOx/z+L7SullN+SUv62lHKxlPKc3/HHArRi2XowUH8GroJw2GwW+vG4oY9LE/o+5AnQXXP03i/pCojbH0jUTlZ1Cdf3IO/2x3gmr1SNx+bd8EPz/tfU5NRDpNe1DmFg+v0u8nis622szVmKJwYKlVRiatBcemCTmmSAY9y15Y70t3WoUPPeFTfxDdbCAAAqn30Kr1SGEwoUE3mUjVTj1NMHcLQ8F/O2vISFp2ciXN+TEI1K8SivVIYVMXGC0F8fyYuoc3zYvj/YDb2LEELcC2cxf3s0x0mryMzRwitXgdeP9IuM5N+xeTj07/JjA8CeD/apFGo+icj1R6uUaQXlNghdH/eDydvCY0T0MoJ+yK8M49i187i++1FV1IYf/2h5riNxFMaT4da1DqHy2acUAZjuNxA30pI0QdvWtQ6pCckD33TJkYj/+jsnUFUYclXWogzkVyrDaK9/TBkt+/bsQN+eHZhfXOGqZg44C8au3EUonpeN52PZw0DcRqITPG0/Wp7rimFJJ0gpfyWlzJVSJtcnUsOUIAparXQJgCIQee1IW/tBE/RKUjpCZSUJDWL4cYkk9InrFfFHJBGtXWKUImjy6cekCczVkXB9j3KHPtb1tqcUobc81D1IFMfQdHVGggRB49ZRPC/b2CqQVn2+egPxCW5yffoRXPG8bEU8VESI7Cq7chclRMFSqwN+T6j2x67cRdjzgTsAT3fPcqxrHRqVe3syIK0K16QKU5UrwN0pzCR2e9k2bDYM/ThksefBS7R6UmEWwEwafLKZrPk26B4Pfg4OOl/fnh2qC5heZcvr+nRQyb0P2/erYj2m8+mFbWyp/YTiedm4uHS5S+o4XLDS5dLUf0Mg3o2eCMErMI0+IzsNb2XAoXvF9G5oQLw7GH9PBtF0NGaOBdJCosiZPm1Upd6CGCF5zADP1QDipKAXydGPbwpO0v3rfCwD0+93rfR8IpO342h5rjJUBgXVwACQQET68U8WPa7sJn5h0EEMvG+9UY/OvmGjUZPbZKhmBYctO5iH4JO017vipssesPD0TGPcB89vIUOkCSWRMy4VzEQSpusnl7JXGLeemzIVkRZEkSp4QI/JkGlya5qyQ011Kzi8VllTeTs9U1WfwGQUPJIXwbrWoaQNlbqKoWNd6xBmf3U19nywT9kHiIi9uoYBiVmseosCfRxeoKrevJu5KTYEMOfi8GCo+cUVmLflJZSNVKvAOaqAzoPYvBoP1W94xGrw1osG6fU69FaQHEG6tU12pA1RBO1kzmELnrKpHDr4Z+Q6+1Lps9b96eEx9cng+j1/6E26/JG8iCoznwps3btJ3KfO63R/aCwNJ+owv7jC6tY1XZ9fJKsNqplQYUit+rTy039bkZmVBzeqUHpC6YFNWNc6pOpIbHloE0prTyY9Lht0icaklvKEQC5hjCZ1YLIgLRoAXYsVrgnSNZygP7zcMs7hlW6uJ4Bd6XwNN1q3I1zfg7bKRqOqwSeT/jlPcOKf6V6Cda2FwEBiCLJp4tB3vTp3d5/rx5XOFjQDeHjFTWWz2Wy4ZhonVsNVho5LDptrijzLCdI4qywShSmIjK/0FK9AhAbE7T2EmtV1KC2PN0gm4ycAFMcCo0oBl41Ch6nXyhMDhegemeNZllAP0iuJnMHaqz/A9bK4YZNyQy5UDGLlwY3IZy0npyLSgigIXiTBScSrVL8XTA/CwtMzgdNOx6obrdvVvgtPz0SvgQxsq8eppw/gwsGNirDyK8NY0xxFzbl+wCeKEjCvrl5VpTlJuCe8fZz5lWE0NNdhbc5SY+8MW0AakeLC0zNR+ZAzzu5z/Qif6zf2CvUCbwpE2FxThHlbXsIzeaUYOtyIPR/sQ+kBdysEAk+kszVd0vflqCoMeVYlu9Qcde7PSAWitUtQ8qRDevF8k5LY/8EEqWLNgmx897LPDZikSBvVAzAHPnHRWc8X4KuQbqC04VJzFCsPblRl4qihEKUw08SkJr+pglZoPZJSj0Pg7k5uDKTv2DCrfKeSJJIZE2DXqXUpguIU6FreeqPeCbEuDKG9/jHUb3jEWMyWF98leFXq3tvQhWfySl1lDek7vMu6PvG9SIKPRUf9hkeUvYNAr2kxImMxfZ8XsiGQ9Dh769mkCw5NNqQFUeheDx7rwKtJc1C9RVsVKsC9KlINyZrVdUYLdri+B93n+lU8f9lIddJGqlNPHz0EaIUAACAASURBVFCERdmRttVWFblhk8kUoGX6zp4P9qmanan0CgH807sJ1KiHhz4D7knadHWGUd3IXV+tyvl7xRlQXMWu3EWoKgwpYzD/jqnJsR+oGZNXm0RaMKK1S1A2Uo1XB9pdkqW6xki/CgTTu71d3/2okkSmKtJK9QDcUsXanKW4Xhb3pYfKSgAWOu1XNZoKowDA9d2DAAaNWYom4lCZlgcHlVGUq0bbhi7i4tLEFdIpfAK01z8G1F8Ebn+syvoDiTEPuvRgcjne6X4X0wpWxd2bWc6/VIxovLiPXltUVzdIPweClcHXmxvzJCuvvh88/qGjcDkQOYOSJxMzaHmhn47YNv45JwM/dajp6gwVJetIZUuMofWqGBAdszwXd7rN6e+9K27iS92ep520SAuJgqAzsmm1TLYWJonm3PjE+27qJGF6b0oqs4XrNpyow8LTMzHy4gbkxUiC40heBEfyIgjX93i6OelBn1W+E/1tHSqbUjeWJivy8gjHspFqo9HS1OOEoHsudJBk8UplOKWQZpP7lMdb2EAkYQoxpz+TVEHJbCbQb0fSJoE/Szzwaip7P9KKKI5dO+/74C88PRNrc5a61BFK1NL3AxIb3i5umROoLD3fh9SIoB6Z+cUVKBupVjkdlNdBgVXUfZsTRKJnZAjfeHGDq0s7fyjJfrC3oSvwuEzuTxMhECGa1AWbvYDjmbzSQPYDHbrU4VcCcNvQRaVWmELYOYJu49AlDKovakvqm8p2irRTPWyIqxmJobf8B6IJ3rvCCbu9gMT+kVxkHI+mLfy4puPbCIJcpH17diC3oQvHEQ9P52MuG6lGW1ajEu1tapAOU75E+8Z9aIfbVZpKTIsOmuTJuLx1QqDr02uLEnblLgION6repdHaJZ42ISpFqGprGArx6CBSoIbGes8Peq5WMo9XUPxG1jQs/8KEFLxJGmklUeiBPhRFyX8AqkFgAkkRFyoGsfD0TKtq4WWbMIHUlzULsj3Lu+VXhhMemAsVgypL0QtkdGve/5pytdHKvrehC6UHNqFgWcg1Zj55UlnNaEx0P/gxvAr9UvKW3oOFwMc+GtLhSV025K6vVtGtfhKCqRRhUASpm2mL+pwKSIuksAfvuVc2fP5BAN4PvEkvN/04+o/Ku1J7kQOv9kz66ZXOFk9yIuRXhlXiFbdL6N4F2oce6ub9rymVy3aO45eHsbmmyBX8AzhSli06lcYEmCuU64bLspFqRRy0z/tPvmw1QvLwa8BZ/SlRbGD6/YHsEyRt0LXx43p1jTOBn98LdN+5cZZUl2TB2xL2rriJspFqfHjg8cCJWksKviL/31P/kPR5CfNyP3PXksLSTvXwK7evf5aM6uC3b7JqCO++deV0C+aP9Lia6oTre1TJvJrVdSg9sEnV1awqDKH20HsxNco7a5NPpI7C5VjLKkcRSZAhmOosAABOx3bKWYpeOOqaX10NwqXmKGY3r7buq3sqSAV6vjmK3PXBS/hTuDQ/Fj8+bfcCxVo0RRJT+k1p/iYE2U+3Tzivl6hmSVMZaUcUXisfwSVFBIg38iMAkiDoP3/tJU24jVqJrfjo3FdylqI3qxGoKcIzeaWuitiAv7WcVBEKNItfT9x9O38kbrQ1RV0uPN0CxMiEbDxeUad+KecEPqE7+4ZdYdl+IBcsP5YuqXjBLzoz3ogp0Q5BZf0AqDqdfvCrTHahYhAzzYXPJj3SykYBIIEkeMCVnx7u1/otcTVwYJrgfXt2oOFEXUL8BNkh9II1Ovgx9YlJIn7ZSHVSlaYoB4M8KXS9Qbw4vI+nKeJUV5FM3hS/ld00wU2BdPT6UnPUZfOxkYRXu0lq0AzEqo/HJr+taLFNaki15H64vgfztryES83JdYOfbEgrG4VJiqBKzdTpiRK4bPYGW9CMaT/aHq1dYi3oQqt4zeq6QLUudcwq36mqOZ96+oAr5dsPJmJceHomru9+1ColmZoM20D2F8C551SkZeHpmZhfXIGGE3Vj4gEh8Osey+MSyEuigsRikZkmdYSgB5IFkSx0UEtGAPjjyz0ZG8V4YUbODOUtCJWVqCzMxS1zcAHxlVOvMmQCn/xeE4b3ujhZVGfcJ78yjPaRarQjWEFcEygblY63hhkWbbB97kUSvD0eEd/C0zNd56fP4nBezyrfCeQsxfzYOSgA6ZkDYz+ZxxO6AZVHu+pxKvzz0SJauwQnUy9UNSmQFkTxI3lfTEooUdtU5aiKxA5Ptt6Uts91cE/GJcs+NavrgJHUCUIHhXZ7kYRXiT5a5RfHbDL6Nc8vrlCkR9/tXXHTIQGGWeUOofDrckcmxre/OtCecm/RdAC3Pejh5TYE3U+H+r0axq7zejohLYiCoK+Upu5MABJIgv7T920kQq+daEf7OFJVM2yIe0HMyVi89gHg9nIA8WY0HHRNpQc24dWBdqU66cZgCoPn7ttk8OpAe2B3Z1CMh9rBwd2rtnqitK3p6rgOZcogLWwUM+Z8SX7hT/cmbOfxD4C72zVgtj2YPqd+EF4Ya3LQMat8J260bsczeaUJ0YrcoMdb25ms+eTzp+7ZfN/ZX7W7M7mEkgxhjKVEMRZBWMmA2ypsaLo6Q3Uo40jVVjFV4yjSwuvx5ZyRhG06SQQBJ4igJJFfGR53kgCcorRU1n3Rebf3gBf1JdKwufzIsk/ds8mAZ0p48opH+SSAvCG27mZAaoRgw3g/QxOJtCCKH17LSiAEvSMTJw3Suym46ULFoMsu0ZbViCudLVaSoKSylQc3YuHpmeP+A+vRgJ19Tpl5KjqrF2zxArnxOvuGVaBRSeQMjpbnJvTu4NmhQGph3l4h65MB3LVKncdNXeZ1TJIO5b4QQuQIIf5WCPHPQoheIURKP2haEIUXeDovhVeT8W1W+U6Vfn2n+13VSxKAK+tSx/Xdj6JspBrTClZZU4zHAqZVjNKzqX2enq6d9cIhz3gFfX9VqFZ7sPMrwyoOBHBLEyeLHk9p7KPF3VI5TKDKXE2RfqMUYStsMwXQAKBNSvm7AB4C0JvKQdKCKG7/8prR5celjGkFq5TUQBLF/OIKlTTW39aheljYpAjAicugY403qgpDaLo6w7VicaMgEQLfxlUOU80Hr8+JLIK4X4Og6eqMMVNXgnZnG2uY2i8EJcHJLlUIIWYD+H0AfwUAUsrbUsprqRwrLYhi+m/kuN6TKkGYvfUsZpXvVPUdelfcVJGTgLkeBYFsENRpO9US+SYQafXt2eHpjuUPnB59SAFCvLkuwav8G6Ve68Tx/pMvY96Wl7A2Z2lC9Ci/T7rbVMeeD/Zh9ldXo2Z13ZhP8LE4XlCViEduAomFbVw9V6aeVPFbAP4NwBtCiIgQ4v8SQsxK5UBpQRRfzksMKb7T/S5mbz2rYh4oTkAPk7VVm155cCNqVtepeoipghtGdURrl6jIRj2N3GvV0qs42aBLDHrJe2qAY/r8Rut2z6KvpnwQwqzyneq+lh7YlLTKYAvbNu2XKmmMRWl8Hohlq4KV5lLFZ4UQ59jfN7XPPw3gKwAOSikLAdwAsCWVE6UFUQBQRkmyRUwrWKXyE3guw8LTMz0lCCDep4Nnco4HOIHwCUnqRrIrlF5mzub5IHIgQ6YfdIPmwtMzrdW7Z5XvRO+Km0ZyCDqpbcTCx3G3XaXcA0LQJQtTuPdYekXGAT+VUi5jf69rn38E4CMpJfW9/Fs4xJE00oIofj7yKTXp9KApaudGHoz13adUmzwT8ivDY2qDILIxSRW6pyZc3+NKSrI19bGBl5mzGS2BuBSiJ0vxfWjCm+BVuftG63bsbejCqwPtKo2eVn4beeh/BF094PVE7nbZuG1DF1WxHR4b4tWaMVkEzbG5W5BSXgXwr0KI/NimUgApGZ18IzOFEIcB/AmAQSnloti2OgAb4Og/ALBNSnki9tlWAH8B4A6AZ6WUfxdkIKUHNqE/qwhtWe7t9HDx5j8c1Ntj9tazY+bBMNVF5KnoBArL5tfQccCtTgSpXm1CZ9+wiwg6LPvxKEQimqarM7C++xT2dsfvFxk4vSQxfn3P5JWiraYIiE12yvTUs2kJ+u9ja8vHvTCU+6IfYzzADcavDrQDsKuHPAV9CuAZAH8jhJgO4McAvpHKQYKEcL8J4P8E8Ja2fZ+U8mW+QQgRBvA1AF8G8HkA7wohfkdKecfvJPQQeq00vDOYUi+2OA/2jdaxM1LapBF9e8OJOoCNVw+9ThYkESQTLs2lC5OkYYqj4IlfBIocDdf3oCEmPejVs3g1ch4q7pe7on+fPtO/FyS7NNkanKYU9aASRDJqR7pJEwQpZTeAUUdv+hKFlPIfhBALAh6vEsD3pZT/DuBfhBAfAngEgO/s2dvQpURVk4jaPlKNV2uXqAcaAKIFAUeVAryqLZvgR3JBMNrK1UQWXKLZG2vJN/LiBrXNJHlReHlbTRH2MunA65pMNgeeIWv7ThCXq80ekozUYatjkbu+GiWRM0a10EUiAQvaAPFFZHqmcE0C/lII0SOEOCyE+M3YthCAf2X7fBTb5ottQxdVinnNaqc/5sLTMzFvy0uYt+Ul9UOMZYCU18rCSUKP5nsmrxTP5JUaJ8PmmiJj/EPQbaMFL3ZLxKFLKDbXqG5TSKYNACd1030xBX75HY/G4GWTGk80RfoDSQp0P8cjSC1dkGr26EEA9QBk7P8rANYDEIZ9jVlnMVfONwEg9MAX8HxzFEfLVzEpYXy9FV6l3QlceukoXI4O2A17NavrUNrgdN8ueTLxoTbFRIxlRqYOU1k5UjluGBxkfXt2KKnOK0aBaoJwN7WfNJVs0BavbAamyo0VWagOZlqbRBP0AkcEKqw7v7gCb71RD+AWqgpD+NsxGWH6ISWJQkr5sZTyjpTyPwAcgqNeAI4E8QW26wMAfmI5xuvk1rkv97MpG/1SQRCVgrwGz+SVBqrh2HAieGASlXAbb9C4KTpxfnGFcYWkFXFzTZGxrB5NdFvJvfFMPhttrgnVJ+XYlbsooZeqCbaFhO5h74qbuFAxqPqSjoeEmC5IiSiEEHns7VcBUJzscQBfE0LcI4T4IoAHAbznd7xf3va1dY47dLGRXItrFmSriUY1K2k74KywobISrDy4MZCNIgjpUMLYWGFX7iJlZPUjSb1eBl0b4HYH03UHQTp20ApaBJiX5NfrnJBBvaowhNz11XeF/CcKvkQhhPgeHGNkvhDiIyHEXwD4L0KIC0KIHgB/AGATAEgpfwigEY6vtg3At4J4PH7R+8+BKy8niyA6Zrxas4OTRY9jb0OXcgXqDwCJxbTCTitYpeI/vAKggl7jrtxFY/7QtW/cZw2yutG63Vhwl0sQvHM8gITGTDr8XLHJIFWpYs2CbJQe2GT8rCRyxleKXdc6hGjtEleJQf15ulAxiI6YwXgqw5copJRfl1LmSSmzpJQPSCn/Skr5hJRysZRyiZRyjZRygO2/U0r521LKfCll6/gO3xu8yWwQkJESMFv8ueszVFaCaO0S1WWcVtuH3/y2q4OWqZPWRMBGEoCjepiCsEzVuIIQBGG0Ke768ZJFfmVYpfKbECQYjhuxeS9ZwH0vKKR+qiItKlx9Ttwjq5CnAmHGAn7uTXoAuB4/8uIGa+5IqKzEN6GM+lMCzuoz1iXkRgO/e+sVyZkK/Bo5cejl+2xINkblcMFK5fY1wWSnICmDSKT7XD+udLbg+m537db+to6EYEAA+C6uTMkKV2lVM3OsYJIgVLOXWNQdGZ46Yp/zCc2NkqrIboE7hsOEaQVxr006kcREwNQxnYLqTPtQDoqJrDiJUNOfIPd2ffcpDEzfb/38lcqwMXal9pBjVrtQMYjFmIPeFTdVhXjATRJAckFgkxVpketBGKv6jHoyGBcfeYUoetj0bEcCPZypxHCkG0n4hSTb7BTJwGvF53YGr34lJgMp7yhm8xjZ1AvTb8w/456Kpkg/miL9Sr3ob+tQxX8uNUdx6ukDeK58Ny41R1V9k08KpqREQVjXOuQyWJHRifTJYvKnI/FBqlldh+iWJSll0KRjifu7kQVpMzqaSIKH4gPA9TL7cXUCMkkVpELawuhpxd/GfnMAeD4mGRwtz8XavAgAp/6JV+IckJhYN9WlirSyUaxZkK0qUPmBuzOPlucqUuATYl3rEF6pDPuu7mS4HG3tCsJEEIXfg7q5pihw9W3eNW08XJt07LU5SxN0f8Kppw8k9Ca9G+B5LDryK8PIeuEQduUuUgsLNa4i9ehLDd/P2CjuBha3zAmcw6EMT1f563gDF04S2wzSA7X3o54XY+HMS7esw1RWuoWnZ6J3HAhCTzI7du08Zm+FkSyIoEabaJcsjl8edmW0clxqjgLNy10esWkFqzCvYBXKRnrQBv8gLo4sOYK5tz8e9ZjvBtKKKPIrwyobdDSg4rE89fniUreLMr8yjM1wYgXG4pyEpkg/vAPDxwecDDg58F6nVDXMz9bCP+/bs2PMxmiyEzgifCJRLDw9E8eunU87cV6pMC8cQh6b5EF6x0xmpJUx81Jz1DfmgT6vKgyheF62cmPpMQv5leGEB5PyNFYe3IhQWYkr2WysEDTibyyhXyc9zJtrilwRpKnAr6LYWKz2p56e+JTLIOH3NavrUBI5g6HDjS5vSdPVGXj/yZfxxguHxnOIE4q0sFFQN/Oa1XVoOFFn1BFtfTlND6rpRx9LG4QOXd1IhwArDhKV9zZ0qUQx6i5GnceoDJxuAOY2H1OsRdYLhzDy4oaEBkY22AhHLwRsi1MYb+g1MYYONybkfFCMDv3nv//XCx8IbDdY+tBi+Y9/dyzlsU7P+9Inq1MYoS2rMcF4ppdN4yQSdDVbeXBjSn03pwr4RNNJjFoK8P823GjdjlBZicuNOlZuYGpKPXvrWczeehahshLkV4bvGknwMn6U1k4BWVzK5YF8U7kzmI60IIoZOe4VmecY6HUMvOoa6DEQVI2bvChj/cOauk4BUMVjRhvSSynfpgzIZKGTqmmCE4m4YgvYNTZdnZHgkeISREnkjC9527woFNR0ffej6rV+fD+kWtFblyK+07oV7Rv3oftcP47kRRCtXYJ1rUMJ0b62338qIi2I4tY1R7wlXZiXvtf97vw/TSTSxckuQSHX1A1srEGt6cYTaxZkY8tDm1A2Uo22rMZA1bZHA15Kz0QienYtlypIpQHMDXeSgZ5H8v6TL5t3jIETSSrSx+aaooTiOLx9JeXyHC3P9V1o0k3lHEukBVHM/t3ftn5m02l1AxtXScpGqjF769lxs0cErZ2Rqli+ZkE2Hut6Wz2cZSPVqJp7C68OtKdMGEFXZl4di4Nf843W7cZIzlTrbHjFajz85rc9vztaY6rusiXwSu6m58gmSU5VpIUxc+lDi+WFTz2s3veuuOkK+LnUHFXGLgrEIaMmWfOpj8dYQ28wnCyCrjI8XoCCo/SgMsD9gOrH5kZLvs200gZ5qOn4rqriWoQnuU9NE5akC16vMxWYKn/zGp3JkkVJ5IwxUvVk0eOBOtvrBl+OqWrMTCuiOHbtvCu015TOrG8fL08GMDbBU0ETmPToUFv9xe5z/ajf8Ih6Tw88Vakir4Rt8ugEUTwvG883RxMefE5C5CHh5yOQJ4QmMycmOpefVOAH7v3QJaPRSBREyCeLHsfanKWYX1wR6Fnyei6mKlGkVcAVx+ytZ3F9d5wU9FqNJGVc2doCvb5mshW0dXitGMmCunmZJAtd5KXo0HWtQ+g+58SHFCyzj6Nq7i11rW+9UY/aQ+8hVDZorRehkwTVAa2yNBQiENGZpBDuLqXr0ffjFdZTgVJNGrp8icEvEpU+p0zWspEeXEmCJD6pSCui4LqqKf+fBw3lV4bR39aBG62Jbs9kfnCTanE36ndSfcq2rEbluuVShBdBEJquzohJF7dU4Nlz5but++uqhE5g/L2N3HTM2/IS7nS/69njQ28XMJ6giFvALG2szVmK3pqb6rPSA5scm1Bt6tXd9dqkUxFpo3r8498dwzN5pdhcU6RSjoF4i0EAKhiLMBq14266tXgRFBovD3AyweszIJHMSCVoujrDOPlN0kAqVnpbAZw73e8qSUafoKORJvwC7HjjKHpujs39k4Rr21xThFBZCU49fSAh3H1tztLAJQRs0iadL5nCNXdD9RBCXAbwCzid+36dqqqSVhLF4YKVQMMp9Po8WPSwXCmYiVTK+t8NkuDkAMSkHBbhZyMC2u5FJN3nnGhKfh3rWocSwse55KBjrF15s7eeRe8K82d+qoetmA2914vEAHF7BbnBL5QN4nqZs7A0nFitCKRmdR1KD2yKqRnVKDWoJV6d3XU49929bRK4Rf9ASvnT0RwgLdyjhN4VN9G+cZ+1LHzN6jqXzz6ZH5hwtySJI3kRHInVN+BSD5GAF0nwfW0l4/XvB8kxCVLD0098poQ7E3jLwfEExdCQKnqlswXH5v6JipmpWV2nxkJ1P8mbsWZBtoq7ITe0l1RqapZEzY7TpR7q3UBaSRShshJc2eo0VeFBL9RopS2rEXtj+5ZEzuDV9G5Jj8Utc1CwLOSpQhAR2MjDtM3mFTHZFUyNgLzg56GxxTzcaN2OWeU7MX+kAqWXEytfcxXCS4Ig2OIbeE7I7K1nsb77FNYDKJ63H7gdfx7IA3OpOeqQQ1YjwvVAtOttAMA8QxMkKnV4suhxJckcg2Mc50GAkwwSwN8LISSA70opX0/lIGlloyBXG/VLuNLZoioJHb887HLTEZKp3DRab0bxvGx1fv4agCu5Kgj4vkGlBh3cVWoiAq5yjOXKd7hgZaw7VuL9J1uFHvvAazjocR5UECbv9seuojkEipehxYNiZu50v+vaj9uzgHh5/YYTdXgsRhA66HxcxdHVHf29l1flLtsorgDgKsXrOhEIIT4vpfyJEGIOgJMAnpFSJl0tJ61UD0J/WwfashrRu+Im8ivDWJuzNCG1l6CrEiQqhut7MKt8pyuhx6+FoBd0YqDMy6ZIP9Ze/QG6z/UHIgkuQZjGxCWLo+W5nmO+UDGI2kPvoSnSn2CHuBtRgqZy93yyknivSwbcdnL88jAuNUcx572/AZDYoJpKAugkAUCpGvycVC+VR1WaSGJW+U5XJTJOBHsbulRIdzIkMQH4KXXbi/0lSAtSyp/E/g8CeAfxrn5JIa1UDxJfCfOLK1C/4RFUPtTvKQlQVat1rUP4sH0/wrUnY6tJcFepzTNAsHUadybyKhQMBCMJnUxMdojuc/0In+v3dZE+MVAIwJFknslLVDnGC+u7T6Gj8BSOerQA8CoLUPKkm8iOXx4Gnj4AIF6XgrvCTSTBPwPcFdC9MKt8J+YXV6B3xU3s7Y4bWm3uXfr8bpfkGwsIIWYB+JSU8hex138I4MVUjpUWRPHzkbhgQ24qPqGqCkNoiniTxcD0+/FK5f0AHJtGuD7+GemeXqpHsivw2qs/QO25OVgXYF/uyTDBFmB1JC8SIwNvd+m61iHfoKnxgInkiKDJiMgnn74aF8/LVu0SCFzN4NCJgO5ZKu7xhhN1ACMvThL6GEsiZ7CXxUmkW3V1H9wP4B0hBODM9aNSyrZUDpQWREEgNeFKZwtutG53qRV+toXOvmFXejQdA4iTj8m1lQyaIv1qQtdijnXFN3kvvD4/Wp7rcp2GY+eYVrAKiEkqNpIoWBZC9zlvEh1L8MmSu74asEgVFEzGJyGtzIrMWMbpxaXLleTBmyjZYCMJk0rHO6EdQ6LNAXCrHtz46xekls6QUv4YwENjcay0IYqmqzOU8Wl+cYVq0qOL/JQ7YcpZoH3Xd59CSeQM1rU6YjmpM8n05eBYe/UHyoPhpw4cDRArwWMk+Ph6V9x0NcEJ1weL0AScpjW2PptjCb6iOr+B2ZjseKxKAMQnoS6+04SjqtakbkQL/KUEW0YnEebA9Gx1XJu5UK8tylHCJDR6Tc/XZCKLsULaGTOjtUtUn0wbSQDudOiOwuXo7Bt2+bU7Cperh4YIYlb5zkD9JjlqD72nSMIPuorhldhF+zddnYHeFTcVORBZLDw9E21ZjWpfL9DY7naas22yRGuXqIpVVKkKgNGwSeB2jKC9Yr3AS+rrMAVwAfGCQxy2e2radyoj7YgCACqffcqlRhB46X0gzva2oinF87KxrnXIJVH4iehNkX7UHnpP/UVrlyRFEn6giR+u78Gd7nfx8JvfThCDiTSILFLBRD/ERM68rF0QjLZcAF8sFp33vwe8YA0FUpmOZTrPJwlpSRRVhSFXvALBqwIT4EggvHt1Z98wjpbnqkIrXiCC4Cu4X7AUkOjuNH1+tDzXRVBXOlvQltWociO4h4BII9mGwQXLQqg99N6YNnr2Aq/wbQN3X5aNVLskC47vtG5VBsxkSSJc34NwfQ/69uxImLzJGB5N4e4lmoFYj8akhWoqJ4MR0sZGASTGRHA1ITCzx9rNFceCswam34+82x+r4JyqglXxGpBaslYQDwbglh68CMKpqRg/z9HyXITP9eP67kdd6fK2rt/UhMdk/PQiMCrM0hQrDtt9rn9c7Be2ICYOrvYtxEwg1rOzt+amq7ZIUPcmR9+eHWg4EZPGRtmwqKNwuTKuqvf65xrIVtHB3n+38IFRjSNd4RuZKYT4AoC3AMwF8B9wor8ahBD3Afh/ACwAcBlAtZTy58LxxTQAWA3gVwCelFL+k9c5fiv8kNx19IRygVK0n54CXjX3lrVdH1nj9VRpwDFGUpr6tIJVWNc6hCN5EWVdD2owDKJe6MlaPHIxXN+jVAmaJLZSfzp56BWvvM4fru9R3hAKg/dKP08FYyG5kC0iqBQRru9xResSTBGfBD+p5/jl4YQIVnoftOgQR7plj44VghBFHoA8KeU/CSE+A+A8gLUAngTws/+/va8Pruq8z3zedURgSYCsbIyqBmjjlHILsrR4oYg/0Er2VKIRItaupqVjN1YGb6yuLXspu3xYXm3EV5dQLHsWu2Yi52NLspooQZBB2BcKhQAAIABJREFU6hCpolOgOFApQC5l1rsLqhVhmpsIEoprrffdP875Hf3Oe9/3fN0rOBLnmdFIuvfcc8+957zP+X0+PynlXiHEVgCfklL+JyHEOgDPwyKKVQDapZT6AZM2iCjIzaDBseqd8PXRvkBzPdUTT0N/CGTiBi239gMRyBArknKsFFYjQeBxB6/pUrqW+jBxEMoiAZi0jMjdcnV4itMEnVyeSSNDfQ1vD1CthzBZjulKFL4xCinlKFkEUspfALgMoBhAHYCv25t9HRZ5wH78G9LC3wCYZ5ONL04P33TiCt8sGsy6uKMO/yWRm5HeAUd0Nx8kweMTXKWZ/taRxMXaG04a0I8k1OdJDdoPpY8Vo+rgSxid8bBTzpwPyX8Vd4MkqAzfjyQAd1aFfgcd82eqvAXuv8ClDqGCmUKIxQDKAJwF8LCUchSwyAQAldIVA/h79rL37MeM+MXlv3OdjK7rM/HUaFnki5sCTmShkEl6pTuNI2Pnta3DHF6LUX2O/qcsxjeLBvHR0A8wu2aXQxJk/l+sveEMuPG7gPnzxdUV6C3oxMXaG9riLS88X1SF54uqtOZ9ru3gvOWcRhiMzrCqY/2+Yz8M730ZJ1Y/iSNj50N3bgb5XDzb4cQa7qO28bAIHMwUQnwCQBeAF6WUt+yyUO2mmsey/BshxLMAngWAT+ABABMZDmL3dEsJns9hLOXuwmVO7EJVQVp+zNxL4RWg5L+5xUBkMKFXaUnZW9kN4GKtFdX3ujOazGTaZ/9zB7G3LoWtj/q7EX1NBwDmX+ussSgNTlSk1Nd0AK/b4/QGytagEMAAgPLMJYzOeBiNQ/04sfp8KPUoIpcg1kM+oGY4EpIwI5BFIYQogEUSfy6lpFD3++RS2L9v2I+/B+DT7OW/CuAn6j6llG9R19tMmyjI9QBy6/TkoMIbIgnAWngXa28EKmaiY6kvK3bumlRURcI0ZCnQgqbqyt6CThRXVziuBpGJCaZ5q0GOT4fJcDdUqIvr9PBN13cedNFTDOJukQSQnfZMYIYvUdhZjK8CuCyl/FP21FEAf2j//YcAutnjTwsLvw3gJrkoflDdj9EZD+eUp96euYTtmUvOnZPXJszZdtZ34XK0HHrHVQux317EvQWdtgzcxL7p7yvdaSc2MtI7gOXH5mdNPFOxRGlWutKddgiOkx3Bq9kMyB9ZkDIU/W3KVNA5pPZxIHc3JF+t3XyO7f1Q+5BPBHE91gB4CsBFIcSQ/dh2AHsBdAohvghgGMC/tZ87Divj8S6s9OgzUQ7MVa6NaJ17tD3Xa7TuWBOLce+PDvia8upCJMIgC+LI2Hlc6XYXThF4nUSQKkudYIpKQtUBWtApmHq4pjAn9438/eZ1rUhvLXEpQ3nJ4gFsDsdJ//fhAkXqLFDd41FA52JJXQqXVugnot1V3LmFj4buTtYoVwTJevy1lFJIKUuklKX2z3EpZUZKWSWl/Kz9+2f29lJK+UdSys9IKZdLKc+FOSA6cWoUOpf2Xl1+/cjYeacfIQhKHyvGhuvfd4qnTg/fRMErh4xdiKplQL+XnpxljEWYCq/UbYO6TZS2zcWqaF7XqtWV1FkJfCHT3/vaz3gGkGfX7MoiHFUZy6tHJAzUlvf7rV8jF8SuhJubhPk2D9WFd2TsPJaenOXEGoJAjQfc+t5x58JWqyy5qcvBRVl0x2d6jrshQZCPFPC108eMi5x/Np6WDLOoo3T0RnFFVOJev9jq6+gaHPEl0lzGDUwXxI4oCLqmsKjgcyp1MQJyIfwCqFTJWb5wrrYFHsgWkVXJidwIXgAWBlbGZkLUhcvl8eOn6tBnvrwJ7cdbI9+RG4f6tWrnuupILh+nLuagvSteREP7jPJZ1KHWlLkJcpOYiupW+UbsiGJ34TJnKna+1IRMdyBdVJ4vNtW8L32sGKm2C6hqOZEllEP7M0nAcajNYH7g+pFztp11air2/ij7TlhfVoz6smI8/UwLul97EwCcxRsFW5pXawOXG+atcO7MgHsx6RbW0pOztBYOuR1BrISwBOH1mdcvnusEs3sLOhOrwQexUOF+SHxc1sO7eJNOZBB2V+dPvtqzzfW8OpvzSncab79yCEC4dnGqHK2wG9HGv7zJU72ZPw5Y/Rs0HY0+l7oYKt9oQv9zB7WvJ1SPN6Bt00rUL/jAWOocNXOgq74kZWsvmTtePu3VPEZEQRJ4vFkuClQ1bYJOYdv0nfjNL/VCqBLu31gkT70WfZThrJp/lwwpVqEbJWdqAlpSl8J6dmH0P3fQmjmpmL/84tlfl8Lm7nQkv36gbA3KM5cCzaug9z169Sb6xi+gffFca4IVrM9y9OpNF7GpJKEeN2HO59fhBGBUc4qC7ZlLwIfvZz2ebikBWr5rkZL9mLq4jl696cwAJc1SDj76kDJa6yOSA0ElZlXRm9wPv/6PBNmInevhhy3Nqz1JQgVtR8pRAFwXDP2/u3BZ5CKvisFTWfEKvwuRpx2B7HqH/ucOaklCfY8r3WnfEme+gKkuxU/NiT6T1So/0yk246BxCvwz0Q8pWwPmgKVJX0R3Nw8S0/EqWNOlrP1iIQkmMOWIYl/7GddJ50VAgDvv7hdQUy8srrnoh9LHipHp6PRMr5ncjuZ1rWhe14qLtTecH2CCLPwIIgzU74DiP6qaE8FU4Kb7XmgKO2C2oDbY+hMcnHB0hKVbwKbvxJRZAiYIgRS2gsaQEmRjyrgeHEvqUoBtKdDoOTrpW9h2/IIzuQX0OMUZvLoIVVgWyAfOhe9XFLSkLoV97WdQhTPoazrgTEO73bMD6VLL9+9rOoD1eRpf53dn5AuUf3bTNDQdFm7diaUnd+H21h1YuNXtZizcCtzWvIZ0R/xmqajwU882baPGpLgbkiAYppxFwU1aMnPVi0N1S3hKlG/LK/V4BmN/wDtN2HgGZQnWL56LqoMvId1SgsahfmzsySDVdgHplpLIGplhQdkltREvCrhrEbQuwqvPgt/9ve76fhaB32sTFyM4ppxFoWYH6C6ti1tQCbEugKXWN9z6gv9Fo8uIpNouOPM/Cbq7Gl20NKmdMiZ9TQcAW+SGOjwnexo4oWLwlBMf0N3Zw5KH3yzVrusz8fQzLWgc6vfcz5XuNCrfaMpSAOPn0ZTdoP/VOBTfB5DEIcJiylkUBDUGYQpumhasetfS+eu6uaAqSNTWD1e606geb0D78VYn+EhWBClR9TUdiEQSuos+yELgWYdcwCULdbEMCogCwLt9r3l+RjqvL9bsQcErh5waENOC93pcZ1H4WSnTEUKIB4QQg0KI70fdx5QlCsDthnDoqvtUC8Lko9KMkDCTyQm04NT9UvCSCGJJXQpbmlejt6ATw3tfdkqkL9beuCcXMc86kCvChVz4j07Xor6sOCsjooK7OF6fkRc+kZ4ID2CrBGFqwPOKP9BNxRQf0RVfTfGCrGZYynSRMWUKrghc2xCw6geA7PJeU2qMg5ux1EFKc06ptJfEeDl0JDJ0bgR9bU+gquUEegs6HRdDJwarHgOBekByzXocvXrTIa3JmJXJg8cFrxzSui9PP9MCwMo0BS2SAybOIwnJUJBZ/RxeC9cro8GPZTLEauJWcCWE+FVYUpW7APwHKeXnorzXlLMoNiuL/okz38WSuhQ6SiuzshxXutPY137GdxAMJxKaL0oaErqpVSZLY3N3GlUHX0LBK4dw7fQxtB9vDSXEog7mVbFh3grnRwUtDIrLbO5OZ805yRe41gS1awMTVkj9gg9wa88qXF57B1e601mujWmRq4tbl4midKoX+XhZLH1NB3zT2kD45rYY41UA/xGWgn5kTDmi2K+JJyzcuhO3e3Y4C4j8XK8eD25NAJYuBcUkqLfBq1NTF7A7XFOIjD1LgwhCF2jjIEKjwikSt1G32zBvBW7tWeUMM+JkcfTqTexrP+NYEvvaz1gDhAFn1OJkgN5TBbknVL8QxKqhoLS6gPm8TyKOXBsGCxsbHFKb4m3mDwohzrGfZ/mTQojPAbghpcxZNmzKEcXp4ZvGk3u7ZwfefuVQ1h1sd+EyrVWhkgW3Hoh80i0lWlJQrQqaKtb92puuheEXXFNB6VFu5TSva8Xtnh3O5C0O0lXIdHSio7QSuwuXBbpj5gq/YKlau8BxpTudZVWQhVC+cK52ADWBpPbUbYLWRPD+HGBijodqPdCNJuZWxU9JTtL+eUt5fg2A9UKIqwC+DaBSCPHfo7zRlItRABMnmQ/XAazFy6PuPIA2ULZmoqeAnXwe/NowbwUWlde6uiXDBjSpWWx75pLLLA8DKlfWEQOh6/pMp3CJfutAC2GylZx0jVR9TQdwsfaGdtCRF9HoSE69+1MTHndB/AKOanyC70OnoKbGTYIgbjEKghCiAsAf3zcxCsAtX6aO2uNjCLlYL/UuVAyewrLzp5w7/L72M9jXfsZpOecFT6MzHkZhY4NjxuvArQ36e0vz6shBxA3zVuCB0sd9SQJgE9Q0JKHOyMw3dHda9TH+XXKLyrTw+PBpfuzlC+dqU7h84fPnvawL2o5bKer5IkLycl/vN0xJogCsEz0642FXak61KLxABEHg6bfhvS/j+aIq18VjKiLiRUb098KtO0On0zbMW4Enznw3kuLTvYBqlptcK135tAr6rvj3vT1zyUVwKvFSoJZ+/N6DQ0cq/HxNR0VuKeVAVGsCiFllZhgdAB4JV10QEyiCrl50qpuguyOdWP0kYGtWqOAk0bZpJU6stlK2QdqZKSiZT4IoXzjXGZw7WeDnytTNSxWz6mOqa7FPmRULuIlBPV+0kMvZgqdttmcuYfzLm7THrEsZ8+PzGit4vyNWMQo6aWHKbLc0r3aGDwPWHX5/XcpFJLpZkiqefqYFt3t2eA6hoZZwroDNLZinn2lxUoJ+ojX8mFWQerbpOa94xN2ETi1bh9dH+zC892Xnf17wxI/ZK5aizpMl6Ba3Sk6k/0H7JzL54Re+Evo7M5EiIa4xilwRC9dj3owHtFHnMOAVjoC7slAlBt3FQXd0Sj/q0H681ZUFoUBiy6F3MOfz65w2dq8+hKUnZ2HpyVkukiCtB3KhvHol/OIRKiZzfgXXyaT3Ut9ve+YSNvZknAI0vsjUNKep7Z0/Rwud4Ix0MJAEHSfH6WErnay7Nuh/0/d2v+pnxoIoAPfJDEsS5AdfXnsH3ywaNJqqusdMOXmTfFuq7YLjZlAFp5dwDN3NCCoR6Ra/qRyau1jqrEzThT0ZlZkEWjReZLS7cBn216XQ1/aEU5dC4kPjX97kS2T83NHfvBKUrATaJ5Bd1k3p2CA3Df7/FC/bzitiEaMY+/Aj1/+5aBZ65e9VDJStATzqDag/o3ldq1OK3VvQCfxoYpv+L3vrIwDQtsKbQCTRdX1mVuzFGgBsi/oqZrpKCOqdmB9L1O+Wl27zOyvVNejiBPvazziuwbt9rwGA89yV7jSWYJPzGh2pmT6HF/hNhx8vLwv3w2QS7FRELIii6NHfQsErh5wLiAvThEVYMRIeGCtS9CHTLSWYfXoFbreUALBqK2bX7HLiEGHem57jwi5hsjQWgUwscFPAkhacaWHxbEVYwiAdTJP5rZO243EBepwTDt3tTQvTjyD4vnUWgNr3EaSmJAo5TXfELpjJT2xQf5ACmoBlUUTxI+ki4/JufqCYCJ81aqrmI4uCZzn8Oi5V3MsLV1VBNy04L9M+ylhILxDhqPUU3Jrhxx/0usilQC0JZk4y6AIL22ZNFzA1cfFZE2Gwr/1MqClcgH9Kk/ec6PQ5w6B+wQd4fbTvnpUUExGrArxAsIDp9swlbNaUbucC3fdqIqIwN48kTpGNWBDFJ5f+JgDgh1/4CgoMtQomqIVTVPgT5QR7zcg04XbPDpcVws1609zMuhe+5Po/SJPT6IyHkWq7cM9EVyj2w0vC6W+KUejuxLx2obCxwXcgdFiYvmcqyyYyy0fvi981FfO+kJwQC6L4xeW/AzAxwbzglUOB5fgJ6vZh7iB8v5fX3nHl/IOCrBFyLfg+N8xbgSV1Kdz63nF84+02R5PTS69SpymZbim5J+k5Mttp8ekyEZw4eEZGvcMH1SMNA7o5qG4fqY3n4kr4TUAjbGlePa3LvWMTo3h98H87lZOU7gLcwigUw8j3CeHBNcr3X6y94ahkcwStoDQVTek0NnWISyAtaFGVKQDIMw28BkJt6JpMBCUKXcwjCHj8I4lR3AXwaP2+9jMukiB4DW4JC67irWL5sfm4WHsDR8bO48jYeVxee8fTNeFDcqg2QheH4FWdqsvBZegIQU3myTJ7ua6oyfT2WohqY9pkpx2pniJs74bpOqB9ml6zfvFcFFdXTGu3A4hJehTIXhxktroWytf+GEBu6VNAo+BtP75w606g7YLTGt3/nHsEwPrFc3Fk7LwjiqvClOp0aiOUdnBVVGYgxPGrd/dcvxMTgrRxB1mInEyKPnwfw8itpsMLQYf78Pf3siRMjzvHbksXrl88F392Nfhxfnjzl/hJiLqfewlfi0II8WkhxF8KIS4LIX4shGi2H28VQowIIYbsn3XsNduEEO8KIa4IIX4n6MFw81VtOaa7rRq8jALeYk4Xf/V4A1I2SQDZNRH8jqHO3vDKYOieo8/CW+I5+Mi/oAVCk23GB7ljehEGf252za5JG76jivByqETnp+Kuew2Q/V34tc9PB/jGKIQQRQCKpJR/K4T4JIDzADYAaADwSynlV5TtUwC+BWAlgF8B8AMAvyGldJdfMjwkPi7PZzKOBdE1OILDNYV4vqjKdScKm4cPag5WvtGEOdvO4taeVaGEbXmZd5h0Z9fgiBPU8/o8/LObmqImG3TXDVOHEAT5rqkgcGV2biWodSA6RC1E427LI+3fDhw3WP5woez+/cD30Sx8pv1b8YlRSClHpZR/a//9C1iy317lhHUAvi2l/Ccp5f8B8C4s0jDik0t/M0v7YWNPBpmOTueOqsvfc5AFsj1zKStV5iVAQmpSi8prXSTBayBMGpwnVj8ZOp0KWJqNXFSHw+RbT6YIjR/WL56bd4tlsmMVzohJRhB+n0F3jdDAZROme2yCECqYKYRYDKAMwFn7oX8vhLgghOgQQnzKfqwYwN+zl70Hb2LJgtXTMOHzm1JtHPScbhuTonLzulZH+Zoau4gQJrPr0iv4F9fuRFXlPK7QiREBE4ThF5hUoSvq4q8BLFJauHWnkzGbjghMFEKITwDoAvCilPIWgDcAfAZAKYBRAPtpU83Ls/wbIcSzpB784S9+niVaQkNsVXDLQYftmUuBZlLSNumWEszZdjZrG66g5IfZNbuMRVO5KkYDCB2vyDfJVb7RhFt7VjnWF0ccKxd1M12IQExNe1TrYoJKIvS5uTDz3Zobey8QKOshhCiARRJ/LqX8LgBIKd9nzx8CQOPK3gPwafbyXwXwE3WftmLwWwDw66lHJeD2W03DX5znoa/fV8VzTageb8C108cwvLcTR8b0QjOqNNvuwmUu7YXdhctwufmOq0OSwzQNnBq6gipR6eIUXsjVrPf6/l7t2eZUaeYjsDwZUCfXr/epvVlSlwJOWmXqxdUVOFqzR7udLohJVkT78VZcycOxxxVBgpkC1qShn0kpX2SPF0kpR+2/XwKwSkr5e0KI3wJwGBPBzD4An/ULZtajSBvgortj0YfvI9V2wZFb94PJ1aDUJ5B9QQETpb+66VdegcWgi5hbBfmKN+hcmVd7tuFFwwVvcn3oznprz6qs5zg56DBZwcmwoM9AjXrqUGtTHGJJXQrF1RWe1waByEG1IJaenIXxobfvz2AmrNkAT8GaCcBTof9VCHFRCHEBwL8G8BIASCl/DKATQBpAL4A/8iIJDt2FtrtwmfM4pS51CGICXzt9LOtCOHr1Jm5977jr7khq3boF5UUIurmd6vOT0cKsqj4R+poOAMh2Rbxa0E2gpjC1mImgk7oPck7y7bocvXrTmZbOScLLraABSpxYTdvToGlesTtZqd44IUjW46+llEJKWSKlLLV/jkspn5JSLrcfX0/Whf2aXVLKz0gpl0gpe/zeo+jR38p6TL24T6x+Ev3PHTReWPxORyk9VcCE7jIEWhj8Lq/TceTblC+cq218Gihb4zmVq3zhXGccYtBYQxioWhpHFnwOvQWdeLVnmzPsl2B676CxDdKQ8Frkzetafd0SmjafS5DU63qgAKypzsGPpHgsq3q8wbEk1GspqCjRVEZsej3CDABSoYtV8ItAnXJNJ5ZfOFFcBxogA3iLufA6kMka8ff6aB+AifEBXrNIODg5FH34vtMQRxYEB1cP8ypQUp8zmf38HAWNdQSpdSBCf6TqBdeCpnNuel+uh0K/eSaDuxrcTakeb3AqdWcUPTItXY/YlHBHAZ3YIBcZnXhuZQQpwlGDqSZJeRO85Oq8EKbjMdPR6RR8kQL5QMD3oWN6fbQPqbYLuHZ6ljUtrbQEs2t2ZcUr/L5r3fOmRR1FWIbvi16zPXMJj1S94LgchEXltQA6XaS3Be5FrloVDjmsAzAOV0yLsPTkLCwan490iyUvML1tCQtTmiicEmzNHYxX5On8zTC6DnSHAvQt4ZOBMFZHfVkxWg69A4AGLIcTxQGswcJVsEinsLEBGx/rxO2eHfho6Aeh9xUFUbInS0/OwmVbRu9dFkylbFPVwZdQ3LPN2Z4Io/+5g54xCMCKZ11eewf9z7n7RqrHG3C7J7vPJ44QQswE8FcAPg5rrX9HSvmfo+wrVt2jUUBkoYqX0G8/35HuSBwmK8CUkck3wu53oGwN0i0lSLeUOJPEw+6DtieXpfu1N11DmwlxKrpqHOp3CIYL+1IXcsXgqSxrYKR3wJckegs6XbqopOQNQNsMGGP8E4BKKeWjsOqdqoUQvx1lR1OeKHTg5btB6vY5AZhKpSkgSMFMHp/IN0wuitcifb6oyumN8dpH0Pe8tWdVVvqP7shqRiNO5KF+Dq6laurj4YFKU1OgGq+YCpAWfmn/W2D/RApKTknXQxeM0t0l6DndaDvAuoi2ANqJUToJNS75xussogQno7wuCOmpYrZAcNIgt6OjtBKvlz6urbvnEf4gMR4vmNrMvWpAwuBffe2PARaP4Fi4dadjMfUWdGLpyVk4MnYeIwXuDMaGeSscsaKpGIsQQjwAq5HzEQD/TUqZXYYcAFPSoqAKuurxBmxpXq0VxV1Sl/LsT6A7TXF1hbHdG8iewqWrjYjiguQj8+FXYr67cBmqWk4ErlUobGxw9meKTVBQuLi6InAg2QQT8eWDJNTPvPTkLMcqIEkBwCKJK91pXF57x0WCzetap8LQ6AepDcL+eVbdQEr5kZSyFFaF9EohRKSquFgRhameXgXdIS7W3nBO8tKTs1A93uCQBv2mi9ErVqFLJXpN4VJjGGqdwt0CL0YD3NbPqz3bsH7xXFw7fSzUYt5duCwre8BB/R7Lj83Xqo3di+9BBR1T9XgDRnoHnJsCvwaunT7mkMSGeStcN5snznw3UizixOonczvw8PiplPIx9vOWaUMp5RiszofqKG8UK6JQ7zC6C5zIY862s5iz7Swq32hCcXUFLq+9ox3t11Fa6Rur8KuhCGK6m7bJd2GVDlzkB7AWCpGp16KPin3tZ5BuKcEPv/AV1/d6L8u4+U2F3NCqgy/hSncay4/Nx6LyWmfINAUraVuSOuRzV4KCLJN7QBK+EEI8JISYZ/89C8DjAP4uyr5iRRQ8Y+FVcbev/YydI7fubHO2nXVOMlkXl9fewbt9r6FxqN8380GpxSCIkpGYbNDizHR0On7/vvYzkRWXMh3uICbNTAHgDFd+vqgKLYfecREhpY7vhVWh3lS4C0G4dvqY9mayYd4KLNy6M7SrkWq7gPbjrZFU2+8SigD8pd1m8UMAJ6SU3/d5jRaxqswMorLNTV3yledsO4tF5bW4WHsDc7adde6iuuYtPlWM8EDp4xid8bDjQtzr5qaoalJ9TQfQW9CZ945OIg5S5To9fNOpK5ns70ynAk5kqLo95BbRICgiCaqJULU0w0yF4xje+7Lx5vO7Vy9My8rM2FgUZEH43QVJWGbDvBUorq7AA6WP43bPDqRbSpy7XVAdCQIF7nK5E5qET6IgykJfv3gu2o/791cE2Y8KLtvHC842d6cD9ZDk2/3SXSNL6lLof+4g+p876Gr97i3oxJGx81kLOwpJzK7ZNal6n3FGbIgCQNaUMNPCo67I5cfmOycPsHQrb/fscJqvgGwB2yvdaW26jAKDdGek9wgKL7m9qFA/vxcR0fvn2o2p+wybu9PYX5dypAmBCTdj/jt/jqqWEwDMbpYpKKyD1zZcip+rS5E2Jn0HJEWgS5lXjzdEIonhvS87oxvuR8SmjmJf+xmg3bvQiC5i8jOfaNkBmjJOoKYolSzqB09ZeXVYGZFbHrHf7ZlL6Kh6IcrH8ERYl0JdtPdC5Zkv3PqyYnR1dDqdsN2vvYk5CBYwpYY4L3SUVgLMhVGJUdf4R2MUVNDkdQCuDtAo2QwvVwOwYhxHxs7bIxOyq1mnA2JDFEB2ERItDD5fknLh6gmfXbPLCkSVFTtWRPdrbzpzPrsGR1Bv30ku42XHqtB1Se4uXIbGCMfPC4hymVmRi+J1vuITW5pXo3q8AX0tJ1D6WLGTQi4EsNv+Td9RkMKuIDEMlXCyLALls1WPN6C3GU6rui5r1td0wLlWwjgMnBzUZkICFWndD4iV60GjBHnfhur7L9y6U3tX4NHqwzWFGDo3gkXlta6xfrNrdmUVEs3ZdhYjvQM5xxfUFKyOJPjdL8wc1Xygo7Qy8LbrF891pAIv1t7A0LmRrEwIMOGeqfUc+QQXFFLdqvbjra4AJf9u6SeKBaEqq/MaCyo0IxKhTNu9Gh59txArogDci0T98nmqi4PHKOh326aVrvF9h2sKsai8FsuPzXdOPBVr6d4rynFTWtc0xRxwW0lAuEAf7TPqpPagID+/cajfqZLkE87wPKGQAAAWwUlEQVS2Zy6ho7TSU3EsH+DfKV0XfU0HsH7xXHSUVmYJE1GMhr5bPnclKGbX7HJdEzrBI6q1uLz2Di6vveNUCuus0+mC2LgePOXFT/APvzAT9Qs+AGA2Hcm9UEHzQQArdkF3l1QbAHTm/S7AlZSCWihBBXZpvwACjQ7cnrmEqpYTTmAvl/hGb0En8LVOlNtpUHLNXqzpR0dppTZGkWsfiM79omxG87pWHDneiivd1uOqMBF99ydWPxmYLCZqIdyVvSpJjPQO4PJaYOnJFbiMO6geb8BFTC5hxgGxqKP4F4uXysLf3Y32463OiR2d8XBW8IsmiBE29mSsAJsy09MLRDqAdXFwXcV8BAvD7kenNJ4PcLUmvuBetfUZeD9F1Cne+Ybpu6N4CVkwPGtFxXUUtxre+3KorAbFItSbBonbcJEbei9VeJdvc99OCrsb+LW5H0O6pcTF/ps1UWYTGdSzAGZU5EoSUcfRkdZm2PfxA6UL1cU/Z9tZZ+iRuj3HvZrXYfp8vQWdWWnt6vEGLCqvdcWtgpBEqu2CK63OSYK3pXMC4FhSl0LlG02ofKNpyrWeR0UsiIJjY0/GsRT8wK2LoOAzQnVdp1ERtJpUF7/gYxP9ag3U96EYh/oeXlBHHpgCr3eDLNRj5ceixmPUuzuJ9YTB7JpdTqWm6lYA0BIDvTe1DfDjIM2O6U4YsSOKwzWFniShDgPuGhzJcj38rIvRGQ+j6/pMfOPtNkeUNt/QBR65IjT9VoOZYaX2nn6mRav7+CqTgKP3BsI1iU2WK6KSIQWAVcJS3YGR3gGnS1jtyaBYlBe4Ypd6k1h6clbWY1QKDliWGO8T4WQx0jswraeEATEKZhKCWhOptgtIt5RkEUR9WbEjMGsCf25jTwb7Wa9C1BoGPvUbcJuwViGO5Qq86hMZV6X8/ZrKGof6sW/IOu4OltdX74wb5q3AoqZa9LU9AcCqqNTpPkSpBQkbl+HxGJOUvs4q0ulVbuzJ4HBNoad1aYkGT8zhUAWDrQDlHa2rQcdnvWaV63k1y2GyRqYDYhHMXPHocvk3f3EEQLbFYELX4Ai6X3sT33i7zXnMNMIvCGiIDl3EQWMO2zOXsLk7jcLGBrzasw1ztp3VXogE9eJ6arTMKWbiIr6kphUm0Bk1TuK1P35XJ3dkMiwNVbWM/qeu4CgCMmrNjC7uQE2Ft/as0i704uoKLD82PysVrAuoFldXYFbNlwIHGD/78X8uX/uV3wj+gRSsu/qj+yuYaYLX4N/6smLc7tnhcjP8SMLLJakYPOV6fZDFRpJ4tNBHegcckuCt2QC0efYXa/agsLHBNWRIFcIJQnxqR20+NSzVIb/5IgldebY6iTxK8xUFKYf3vuxyDQjqOaFzpiNzdXQgnVOT5aAbdj1dECuiUP1MvkiINLjV0HV9ZuC0KLklRBa0v/oFH7gIhBZtX9MBLKlLeQb0uFCM2r7OXQ+Op0bL8GLNHtxY+QdOtaPqbmQ6Op1GqyBQi7jomMJAJ5ZLTVaT0ZHqNeuDb9+8rjVUsZgapNSRhXpudErdxdUVTqaFp0qBifhGcXVFlqLadEWsiEK36LlVoboWXYMjrroIFbSQ+Tb0Hpu706hf8EFWTIRec+30MccKUAODhNdH+1xjAUx3Lg6yPh5Rms54LKKwsQFVB18yWlRe2Nd+Bs3rWh1thjCv49BVlgbNgnhlMnT71m3PGwBvfe+473vydKcOfJH7xRKWnpyF5cfmO69Zfmy+I6sHWPEK3X5irq+ZE2IVo+DxCT5wxyv2UL/gg6y4hm52KG1LxNBy6B2kW0qc1/L9UM+JzlUgqEG/yjeaPC9APiU9qNALdVyqn9ErwEmk9tRoGYbOjeDa6WOBMh28E5N/Lh6jCCoqpFo2pgniBL9iL6/M1EdDP8iKPeiCkhRHMMFUM6G+jiwHEymEGSk4lWIUsch6/Hzc27AJ4qebyIQPF97YbbkYXYMjaNu0El3XrW1Uq6Ri8BT2la0B7EG3FHfgFz1lMsKY+EQSm7vTQEcn6suKPRc9bf98ob+cHh1H/3MHcfTqTRQCqAp8ZG6Tn6o6AbtDk6X+dAufa0MA0E5uI/DydmdWxjjQvnhiujx/jYmY+LhDU/aBuxhcIlF9jRp34NupJHFrzypHIOl+QiyIAshOiwbNXnRdt3pBuob1z69fPBe3YLsaSgVn1+AIhs6NoJ5ZFioah/oxZ5t1wfCLlhYWdQ/q7kbV4w1OcdN21idRCFZL4DPfw8vy4PUINJC3erwBfW1PeA4RMi0+tUdlSV0Kfa88gd2FL7lGM27BhHVBVgf347dgwpUxpVqX1KWsGZ7l1vSt5w+6j4mqdJ/QHKfVl2GOCdCxqOdERxLqa/h2/DkAWDQ+Hw+UTqlJYXlDbIgiaFBSh67rMx2LYqBsjTPIBrAu1O32dK8BAPXcFSkrtt/XHOcA7CKltdn++ZK6FI50nwegby7rLejEPvtvdeESEUYdHqTuc1HTARRX30BVzUvY/FgnhpoOoG3TSjz9TIvL9fBzC45evelYBFvs98h0dKKgLuWajLakLoX13emsWAgVRZn0PHicY1F5rVNZmenoxN4fHXBpjVBwm2okhve+bN/toQ1YqgRgCijzwKQpoAlkWxDpUsOHug8QixjFr6celbsP+wesOHgMQ11suhgA3fmWnpyFuhe+hMM1hdrGM8CyNHSzPlTwxivA3cXIYxKAlUXhpdMk0hN10pj6Ofmi5+6S1zAdk5hxR2klFpXXom3TSud7piyMVwUiWVlqRaUa+9BBjUN0XZ/pWHzq+5JgjNqjYSKMMIVQlpVTG3nG6HSNUfhmPYQQM4UQ7wghfiSE+LEQ4r/Yj/+aEOKsEOJ/CiH+hxBihv34x+3/37WfX5zvg+4aHNE2jRFUknh9tA9PnPmuE4g6XFOIruszcXr4ZlZtxUDZGkdMVoUuE6BqIvBxe/w41P4K/n5RYXIvGof6cWTB5/BizR5HXEYnOEzFTK/2bHO2W794LhqH+tG2aSVaDr3juEtVB1/KIokr3Wln8hbVHBAZqHURtG8OLy0OOi99bU/g2uljrjTkkbHzWfM3dFbDSO9AqNoG6ueIQhKptgvaoc7TBUHSo6aJyH8C4ICU8rMAfg7gi/b2XwTwcynlIwAO2NvlDXxhb+5OB1poNMB3UXktGof6rXjIgg/QcugdhxRo+LCK7ZlLLoVwWgjchNb1DfBFQouUL9R8z/tYdt696Gj/RFA6Farmda2OCU+l3fT5BsrWuOIrfU0HnM9ExMCFhDiJ8M+uxiqAYGnWoXOWVXd6+CYah/pd7hORBB8LqQYnCV6ZDnotfZ7lx+aHJomNPZlpTRAEX6LwmIhcCeA79uNfB7DB/rvO/h/281VCCJHrgZqqKoNK7G9pXu1c+IdrCjG7ZhdKHyt2XA++iOhv2je5ERy8arBxqN+1OPhFTSlO3ULNp4y9um+dirj6GWhxH1nwuazPzDH+5U1o27QSQHaXZG9BpzOaD/CukaAAJX1XXPqQY3jvy+gt6MSW5tXONkQul9fewa09q5wA8tKTs3ytBq9iKCKHKJ2oqbYLjmsU5fVTCYFiFOpEZAD7APyNbTVACPFpAD1SymVCiEsAqqWU79nP/S8Aq6SUP1X2+SyAZwHgwaLiFa8f9zcRdWSxvy7lW5OQS3+CKhz7+mgfni+aSDxS5uPI2PksuXz+nrnEInIBxQZMtRt+sQNVqYoTUPvx1qw6C+5+EZbUpbBw604nQwVYVt76xXPRvK7VWWBcho5Q8Moh7C5cpo19AMiqmgxSC0GPhXUzeOUwEUTpY8WuhrQ4xSjsdfkNAAsA/D8Ab0kp26O8V6hgpj3H8HsAXgHwtkIUx6WUy4UQPwbwOwpRrJRSGvuAeTAzrABNkKBjFPA8fpACKV4bwAOEvI+DrIvJIoztmUu4tMLa97Lzp0IRKO8t8WpE6yitNJrzqjo6JwaazUlkSgIzKjnwRc3Ty2rgmJ4nbQkvkEWRS/xBRbqlxOlcJWzsyeA7javiRBRFAIqklH8rhPgkrJv9Bill6CaaUOlRKeWYEGIAwG8DmCeE+JiU8v/CGqn+E3uz9wB8GsB7QoiPAZgL4GdhD+xeY0ldCj/8wldQAXdNh5dloLubqpPPOfI9iu/08E2U2wRxtHBZlvWjgneDcteDt9wv3LrTtQ/doqTFzdOah2sKXYVsal3E7Jpd1nBgxUrg+6f0MpHwhnmWTiUhCEkA0UurN/ZkHMsBgC/JHK4pdHzxOEBKOQpg1P77F0KIywCKEW5yAYBgWQ/dROTLAP4SwL+xN/tDALbUKY7a/8N+vl9OYg4209GplZI3gUf3vbD05Cyr9sL+IXhZA3TH05nIOt8/nySxPXPJqSXZnrmEisFTvsNz6Tvg7gQ/pn3tZ5x9UCxB7epcuHUnbvfscCwE9S5rgpre1IEL5QLZVZK6UYEcOjGaMNDFH0iBjcD/j3NQ084+lgGI1OIaxKIoAvB1O07xzwB0Sim/L4RIA/i2EGIngEEAX7W3/yqAbwoh3oVlSfxemAOKon+5vy6F3QG3bT/eCpC/6xG3CNIfwZXDVajEkAspBBGGIf2KgbI1wOAp1C/4ACc8FhEv0+4t6MQV9h4Vg6eyakm4CLFr8payXz+SMInZ6sDrU1RYJdkrtH0YgNW4dXtr+FJrbkVwC0LnZgydG3Ftk24pwYyDod8yFzwohDjH/n9LSvmWupEQ4hMAugC8KKW8FeWNYlNwtWLLIac6U+2a9KqZIOj6Jkxuwpbm1S459jCBTrXEmaC7+NWiKyD/7kYu4IHXIA1fpiltfpioqLyTFVhUg5BcBIYHJtXvl+8PgEuJOwxUK0AlBwC+BMERp2AmAAghCgB8H8BfSCn/NOp7xaLNfOwfP3T+1rVWmwqgVPB0o1fqkSLedMGGaewKM4w4F3FaryFCQcBb4E3Y134GC7fuxMKtOwMJ3lzpTjtpUiCYTqXa+n1k7LxLz0EFnRNOEkTk3GJQYxNRSEI9fh1J6MAHS3HEzfWwyxK+CuByLiQBxIQoCF76C/vrUkbC4I/zLAPtT0calPsnWfuwUK0HaoziZnJxdYVLrQoI7oIcvXrT0zz3W9QUgNzSvNqz1oQvCN33wEcRHr3qzth4uRmkMkXg07e4VKApnUmg7/Po1ZvaFOftnh243bMjMEnwxUyWQbqlxLX4uSWhfkb1sVTbBWzsyeCjoR9M+uS0CFgD4CkAlUKIIftnXZQdxYoovECZB13zGLkmnBhI2k63SOpe+FLkIBcv/iHQvkzamFFdDZM7ECRmwesfdhcuM1o3Q+dGkGq7kBU4JDQOWdPAwpDp8N6XnUE5qpuh030wdXkSSEGMl3ETSUQBkYXafKYjCPU5Ag9i8sxInCCl/GsppZBSlkgpS+2fcE1VNmIRoygp/Zfy+/1/ZXye92TwCeUEU+cpEcfm7rRLmZsEbJ6xuyGDLgKqIVCbn9Txc8XVFZ7NWJOJMIrYfU0HcLH2hrNQeayGMiFtm1ZioGyNk2r1EpHxyrLoCqKo10RnKahxCj/BGBNIrZ1+5wIihm8WDRq3ma7iurFpM+fgqlacIAD9nFHaVhWv4UFQIgsAGMVcFDZW4Sjbh0lchS86U+CTLmrCvSIJwJv0eIHV+sVzsaWgEyO9E8/TZ25e1+oUOtW39KHeJgldWTigL5oCvPUfAMsN4XURBE4SuRAEMGE1hCEJ9bWEoXMjcXQv7gpiSRTAhKtBBBEWphQrEQpg9vNN6kpUoEQuwRb7cX7nK3jlELZn/uCeZzZ0loXJvQCsz0C1EGkAzx90t36bLAnLzXA/phvs6ydFp8Lq3wjnXvCMhBcxqNaFmvqkqkv+uBWDCHwo0w6xJArVivACT6lya0JXj8EtjIrBU1hmlyoHVYnuKK3E+m5LEVpXUgxYDVS69up8zdrwA/VPvFp7A0t6B1xl0NTt6ZRF26+pHm9AulRZOB4uhq4nQweyBo6MnYc1tSWV5U7o1KSoySssSQBmy4EHMdVtaOq9Gpc4XFOIVNuF+9aK4IhFjILqKAg6gtC5HBxhRgrWlxU7VkXRh+87j59Y/aSTveDuAy9OIhFd+p8XH5k0J+4GVBEaUyOcSawG8BaxJfhVe9JC16UveSu6KjQTtcVbl3nhcQkOWvA0pFlnVeRKDEmMYhIx9o8fZpFD3Qtfch67tWcV5mwzxyiIJIJWdHJ1LMBqXJpdswtHYN/lMADAbQlQ3KL/uYNZjUmA1XeQ6eh04iA65anJgo4U+P/q82GPh8iBZOi8YAnZZhdIqaI3PP6Ak2dDxyC8SALwdxV0NROJ9WBGPIjixj/gY5+y/uZEUPfCl/DNokHM2XbW06IIW/Ktw6LyWuD4eSetxxc4z+UDcEq/Sd6OpOOA7FSoaVHmOuOUw2vUn24iF4EsiBOrn3SatlSk2i6g/bi16P3cDZ7FINlBwNxIBoTr6OQpSi+SCLLYecDSCVIyYtGNEbyfEQui8MOi8lrHj8wHeEATsNqh0y0l+KjWEorlIixeuFh7AyMFq9FxcuKxICXaHaWVQHvwqeIcOuLxqgA9evUm1vuUwJtIArAtAY/CLx5noCwGfX9qZyh/TRQtCFOBV1CC4C4HWQ8my+Ni7Y2ELBhiQRTz5j+EX0LvVjw1WoZrp99Eqs0y7/1iFUHQNTjiWCG6GgxqF1fjFWoKldA41A8M9fuqbZE1cGTsfFZqNqw7QIRUMXgKVz6/TjtOUDdqkIOqN9XYhBqHMA3HAfTWgq6ilBe45dvNAMwkMWIHdE2v80JCEhOIBVEAVhxi+bERRzGIWw90YXVdX5kXNwOAqwDL2vdM1Jc+bl9EDUifmaja228vSpqqTWm4B0pLsLD0cWQezTj748raalOaaeFGiWGQ1UJScY7EPpv41dd0wJmGxo+DiES1JLyyGdxyCJLq5NmLReW1uN0TvdhJLZkGrEWsWgLLj81Hb0Gnixgu1lbgIrIXPFkXCYIhFiXcYzf+AYBlMQydG8m6o1FOO18kAWSXfRMu1t7AtdPHrPezhyCfHrZUmThJEGbX7HL+p8WYqwy/DkEazDpKK534yq3vHXfqAeZ83r+8n8qugYlSa7Wakv7nXZs6EEnc2rMqVB+GH8hd8BoZoFoPCfKDWKRHhRD/AOA2gJ/6bXsP8SDifXxA/I8x7scH5H6Mi6SUDwXZMEmPhoSU8iEhxLm79aGjIO7HB8T/GON+fMDdPcaxDz9C99Wxu/FWOSMWrkeCBAnijYQoEiRI4Is4EUWW1l/MEPfjA+J/jHE/PmBqHONdRyyCmQkS3I94SHxc1qMo8uv/DNfiM6Q4QYIECRKiSJAggS8SokiQIIEvEqJIkCCBLxKiSJAggS8SokiQIIEvEqJIkCCBLxKiSJBgGkMI0SGEuCGE8BZL8UFCFAkSTG98DUB1rjtJiCJBgmkMKeVfAfhZrvtJiCJBggS+iIUeRYIECSLhQSHEOfb/W1LKSWlqS4giQYKpi58mTWEJEiSIDRKiSJBgGkMI8S0AZwAsEUK8J4T4YpT9JK5HggTTGFLK38/HfhKLIkGCBL5IiCJBggS+SIgiQYIEvkiIIkGCBL5IiCJBggS+SIgiQYIEvkiIIkGCBL5IiCJBggS+SIgiQYIEvkiIIkGCBL5IiCJBggS+SGaPJkhwjyCE6AXwYA67+KmUMmeZuyBIiCJBggS+SFyPBAkS+CIhigQJEvgiIYoECRL4IiGKBAkS+CIhigQJEvgiIYoECRL4IiGKBAkS+CIhigQJEvgiIYoECRL44v8Dt0En/fzRJDsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 288x425.455 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# reshape back into an image and dispay results\n",
    "z_img = np.reshape(Z,(n_r,n_c))\n",
    "discrete_matshow(z_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['trees' 'grass_pure' 'grass_groundsurface' 'dirt_and_sand'\n",
      " 'road_materials' 'water' 'shadow_building' 'buildings' 'sidewalk'\n",
      " 'yellowcurb' 'cloth_panels']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x425.455 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the training data again for comparison\n",
    "print(label_names)\n",
    "discrete_matshow(label_img,1,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate performance on training set using confusion matrix, accuracy score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "lbl_array = np.reshape(label_img,(n_r*n_c))\n",
    "valid_inds = np.logical_and(lbl_array > 0,lbl_array < 11)\n",
    "\n",
    "cm = confusion_matrix(lbl_array[valid_inds],Z[valid_inds])\n",
    "row_sum = cm.sum(axis=1).reshape((cm.shape[0],1)) #sum of rows as column vector\n",
    "norm_cm = cm/row_sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "overall accuracy: 0.775\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Per-class confusion')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compute overall accuracy, \n",
    "oa = np.diag(cm).sum()/cm.sum()\n",
    "print('overall accuracy: %.3f'%oa)\n",
    "plt.imshow(norm_cm)\n",
    "plt.colorbar()\n",
    "plt.title('Per-class confusion')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
